From c12ab62f5d96a73bf86792e524071e8312090b63 Mon Sep 17 00:00:00 2001 From: Moritz Schlager <87517800+mo374z@users.noreply.github.com> Date: Wed, 12 Mar 2025 19:46:59 +0100 Subject: [PATCH 1/9] v1.3.1 (#37) #### Added features * new features for the VLLM Wrapper (accept seeding to ensure reproducibility) * fixes in the "MarkerBasedClassificator" * fixes in prompt creation and task description handling * generalize the Classificator * add verbosity and callback handling in EvoPromptGA * add timestamp to the callback * removed datasets from repo * changed task creation (now by default with a dataset) --- data_sets/cls/agnews/description.json | 12 - data_sets/cls/agnews/prompts.txt | 15 - data_sets/cls/agnews/prompts_auto.txt | 20 - data_sets/cls/agnews/seed5/dev.txt | 200 ------- data_sets/cls/agnews/seed5/test.txt | 500 ------------------ data_sets/cls/cr/description.json | 10 - data_sets/cls/cr/prompts.txt | 16 - data_sets/cls/cr/prompts_auto.txt | 20 - data_sets/cls/cr/seed5/dev.txt | 200 ------- data_sets/cls/cr/seed5/test.txt | 200 ------- data_sets/cls/mr/description.json | 10 - data_sets/cls/mr/prompts.txt | 16 - data_sets/cls/mr/prompts_auto.txt | 20 - data_sets/cls/mr/seed5/dev.txt | 200 ------- data_sets/cls/mr/seed5/test.txt | 500 ------------------ data_sets/cls/sst-5/description.json | 13 - data_sets/cls/sst-5/prompts.txt | 16 - data_sets/cls/sst-5/prompts_auto.txt | 20 - data_sets/cls/sst-5/seed5/dev.txt | 200 ------- data_sets/cls/sst-5/seed5/test.txt | 500 ------------------ data_sets/cls/sst2/description.json | 10 - data_sets/cls/sst2/prompts.txt | 16 - data_sets/cls/sst2/prompts_auto.txt | 20 - data_sets/cls/sst2/seed5/dev.txt | 200 ------- data_sets/cls/sst2/seed5/test.txt | 200 ------- data_sets/cls/subj/description.json | 10 - data_sets/cls/subj/prompts.txt | 10 - data_sets/cls/subj/prompts_auto.txt | 20 - data_sets/cls/subj/seed5/dev.txt | 200 ------- data_sets/cls/subj/seed5/test.txt | 200 ------- data_sets/cls/trec/description.json | 14 - data_sets/cls/trec/prompts.txt | 17 - data_sets/cls/trec/prompts_auto.txt | 20 - data_sets/cls/trec/seed5/dev.txt | 200 ------- data_sets/cls/trec/seed5/test.txt | 200 ------- docs/release-notes.md | 12 + notebooks/getting_started.ipynb | 260 --------- promptolution/callbacks.py | 22 +- promptolution/config.py | 4 +- .../base_exemplar_selector.py | 1 - promptolution/helpers.py | 23 +- promptolution/llms/api_llm.py | 3 +- promptolution/llms/base_llm.py | 16 +- promptolution/llms/vllm.py | 28 +- promptolution/optimizers/base_optimizer.py | 7 +- promptolution/optimizers/evoprompt_de.py | 10 +- promptolution/optimizers/evoprompt_ga.py | 54 +- promptolution/predictors/base_predictor.py | 15 +- promptolution/predictors/classificator.py | 46 +- promptolution/tasks/__init__.py | 51 -- promptolution/tasks/base_task.py | 4 - promptolution/tasks/classification_tasks.py | 152 +----- promptolution/utils/prompt_creation.py | 20 +- pyproject.toml | 3 +- scripts/evoprompt_ga_test.py | 104 ++++ scripts/evoprompt_ga_test_gsm8k.py | 104 ++++ scripts/optimizer_test_run.py | 7 +- scripts/prompt_creation_run.py | 43 -- 58 files changed, 410 insertions(+), 4604 deletions(-) delete mode 100644 data_sets/cls/agnews/description.json delete mode 100644 data_sets/cls/agnews/prompts.txt delete mode 100644 data_sets/cls/agnews/prompts_auto.txt delete mode 100644 data_sets/cls/agnews/seed5/dev.txt delete mode 100644 data_sets/cls/agnews/seed5/test.txt delete mode 100644 data_sets/cls/cr/description.json delete mode 100644 data_sets/cls/cr/prompts.txt delete mode 100644 data_sets/cls/cr/prompts_auto.txt delete mode 100644 data_sets/cls/cr/seed5/dev.txt delete mode 100644 data_sets/cls/cr/seed5/test.txt delete mode 100644 data_sets/cls/mr/description.json delete mode 100644 data_sets/cls/mr/prompts.txt delete mode 100644 data_sets/cls/mr/prompts_auto.txt delete mode 100644 data_sets/cls/mr/seed5/dev.txt delete mode 100644 data_sets/cls/mr/seed5/test.txt delete mode 100644 data_sets/cls/sst-5/description.json delete mode 100644 data_sets/cls/sst-5/prompts.txt delete mode 100644 data_sets/cls/sst-5/prompts_auto.txt delete mode 100644 data_sets/cls/sst-5/seed5/dev.txt delete mode 100644 data_sets/cls/sst-5/seed5/test.txt delete mode 100644 data_sets/cls/sst2/description.json delete mode 100644 data_sets/cls/sst2/prompts.txt delete mode 100644 data_sets/cls/sst2/prompts_auto.txt delete mode 100644 data_sets/cls/sst2/seed5/dev.txt delete mode 100644 data_sets/cls/sst2/seed5/test.txt delete mode 100644 data_sets/cls/subj/description.json delete mode 100644 data_sets/cls/subj/prompts.txt delete mode 100644 data_sets/cls/subj/prompts_auto.txt delete mode 100644 data_sets/cls/subj/seed5/dev.txt delete mode 100644 data_sets/cls/subj/seed5/test.txt delete mode 100644 data_sets/cls/trec/description.json delete mode 100644 data_sets/cls/trec/prompts.txt delete mode 100644 data_sets/cls/trec/prompts_auto.txt delete mode 100644 data_sets/cls/trec/seed5/dev.txt delete mode 100644 data_sets/cls/trec/seed5/test.txt delete mode 100644 notebooks/getting_started.ipynb create mode 100644 scripts/evoprompt_ga_test.py create mode 100644 scripts/evoprompt_ga_test_gsm8k.py delete mode 100644 scripts/prompt_creation_run.py diff --git a/data_sets/cls/agnews/description.json b/data_sets/cls/agnews/description.json deleted file mode 100644 index 83a68b9..0000000 --- a/data_sets/cls/agnews/description.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "path": "data_sets/cls/agnews", - "seed": "seed5", - "init_prompts": "prompts.txt", - "description": "The dataset contains news articles categorized into four classes: World, Sports, Business, and Tech. The task is to classify each news article into one of the four categories. The class mentioned first in the response of the LLM will be the prediction.", - "classes": [ - "World", - "Sports", - "Business", - "Tech" - ] -} diff --git a/data_sets/cls/agnews/prompts.txt b/data_sets/cls/agnews/prompts.txt deleted file mode 100644 index 411d314..0000000 --- a/data_sets/cls/agnews/prompts.txt +++ /dev/null @@ -1,15 +0,0 @@ -Give the main topic of the news article and then choose from World, Sports, Tech and Business. -Determine the the topic of the item and then choose from World, Sports, Business and Tech. -Your task is to classify the news item as "World", "Sports", "Tech" or "Business". -Based on the main theme of given the news article, categorize it into World, Sports, Business, or Tech. -Determine the theme of the news item. Choose from World, Sports, Business and Tech. -Your objective is to classify a news article into one of four themes: World, Sports, Business and Tech. -Your task is to identify the primary topic of the news artical and choose from World, Sports, Business and Tech. -Your job is to determine whether a news article belongs to the World, Sports, Business, or Tech category based on its primary theme. -You will be given a news article and asked to classify it as World, Sports, Business and Tech, depending on its main topic. -Your responsibility is to assign a news article to one of four categories: World, Sports, Business, or Tech, based on its main idea. -Categorize the news article into one of four categories: World, Sports, Business, or Tech, based on its content. -Choose a word from World, Sports, Business and Tech to categorize the given text. -You will be required to classify a news article as World, Sports, Business, or Tech based on its primary topic. -In this task, you are given a news article. Your task is to classify the article to one out of the four topics "World", "Sports", "Business", "Tech" if the article"s main topic is relevant to the world, sports, business, and technology, correspondingly. If you are not sure about the topic, choose the closest option. -Classify the topic of the following news as "World", "Sports", "Tech" or "Business". diff --git a/data_sets/cls/agnews/prompts_auto.txt b/data_sets/cls/agnews/prompts_auto.txt deleted file mode 100644 index 42420a6..0000000 --- a/data_sets/cls/agnews/prompts_auto.txt +++ /dev/null @@ -1,20 +0,0 @@ -identify the category of each input (e.g. Tech, Sports, World, Business). -identify the category (tech, sports, world, business) of the given information. -categorize the articles according to their topic: Tech, Sports, World, Business. -classify each input into one of the following categories: Tech, Sports, World, or Business. -identify the category (e.g. sports, tech, business, etc.) of each news article. -identify the category of the given news article, which the friend correctly identified for all five input-output pairs. -identify the category of the text (e.g. Technology, Sports, World, Business). -provide the category for the given news article. -identify the type of news article (Tech, Business, Sports) based on the given summary. -classify the input into one of three categories (Tech, Business, or Sports). -identify the appropriate category for each article. -identify the category of the article. -correctly identify the category for each of the inputs, given the following categories: Tech, Business, Sports. -identify the type of news article based on the given input. -classify the given information into one of three categories: tech, business, or sports. -classify each input-output pair according to the topic. -identify the topic of the text. -determine the topic of the given text. -identify the topic of a given article. -identify the category of the article. diff --git a/data_sets/cls/agnews/seed5/dev.txt b/data_sets/cls/agnews/seed5/dev.txt deleted file mode 100644 index bd8fb75..0000000 --- a/data_sets/cls/agnews/seed5/dev.txt +++ /dev/null @@ -1,200 +0,0 @@ -Hackers Exploit Microsoft's JPEG Flaw (AP) AP - In a harbinger of security threats to come, hackers have exploited a newly announced flaw in Microsoft Corp. programs and begun circulating malicious code hidden in images that use the popular JPEG format. 3 -Arsenal gets back to winning ways Arsenal won for the first time in five games Saturday, getting two goals from Thierry Henry to beat Birmingham 3-0 in the Premier League. 1 -Temporary Flight Caps Are Just That quot;We #39;ve worked hard to balance the need to provide vibrant air service and grow the economy with the need to clear the skies over O #39;Hare, quot; said Mineta. quot;The process worked, yielding substantial reductions that will produce results for the ... 2 -Inflation remains well contained: US Fed US Federal Reserve said Wednesday that rate hikes can continue at a quot;measured pace quot; as quot;inflation and longer-term inflation expectations remain well contained quot;. 2 -Nvidia To Power Next-Gen Sony Console Nvidia Corp. and Sony Computer Entertainment Inc. (SCEI) said Tuesday that the two companies are working together to deveop a graphics subsystem for Sony #39;s next-generation video-game console. 3 -Stocks Are Set to Open Lower NEW YORK - U.S. stocks are seen lower at the open Thursday as traders get a handle on Federal Reserve Chairman Alan Greenspan's testimony Wednesday... 0 -Intel delays delivery of chip for projection TVs - report BEIJING (AFX-ASIA) - Intel Corp said it is delaying the delivery of its first chip for projection television sets, while rival Advanced Micro Devices Inc is moving on schedule to an advanced manufacturing process, the Wall Street Journal reported. 3 -Teams seeking end to Ryder hostilities BLOOMFIELD TOWNSHIP, Mich. - Hal Sutton has pretty much told the Europeans to quot;get over it. quot;. The US Ryder Cup captain is tired of hearing about the ugly American celebration that took place five years ago 1 -Philly clinches NFC East title EAGLES 27, GIANTS 6: The Eagles, in the playoffs for the fifth consecutive year, are the third team since 1978 to win its division in Game 11. 1 -Jeanne Lashes Dominican Republic; 9 Dead SAN PEDRO DE MACORIS, Dominican Republic - Tropical Storm Jeanne battered the Dominican Republic before heading to the Bahamas where the tempest, which has killed at least nine people, began to churn seas and stir deadly storm surges on Saturday. Jeanne lost strength as it drove thousands of Dominicans from their homes by late Friday... 0 -U.S. Stocks Climb as Oil Prices Drop NEW YORK (Reuters) - The biggest one-day drop in oil prices since September 2001 helped send U.S. stock prices higher on Wednesday. 2 -France moves US plutonium south France sends plutonium from scrapped US nuclear warheads south under heavy guard to be reprocessed. 0 -Americans can advance to regional finals with victory Into the regional finals of qualifying for the 2006 World Cup, that is. The Americans lead their group with eight points off two wins and two ties. 1 -Israelis, American Win Nobel for Chemistry (AP) AP - Two Israelis and an American won the Nobel Prize in chemistry Wednesday for showing how cells can give a ""kiss of death"" to destroy unwanted proteins, a finding that could help scientists find new medicines for cancer and other diseases. The award marks the first time an Israeli has won a Nobel science prize. 3 -Hamilton to quot;hoot and holler quot; his Ryder Cup compatriots Instead of weighing in to Ryder Cup battle next week, British Open champion Todd Hamilton plans to play a few rounds of golf with his buddies. 1 -Va. Tech speeds up Mac OS X supercomputer by almost 20 OCTOBER 26, 2004 (MACCENTRAL) - Virginia Tech #39;s all-Mac OS X supercomputer at the university #39;s Terascale Computing Facility made headlines last year when it was determined to be the third-fastest supercomputer in the world. 3 -A young monk opens a rare window of candor in Tibet He confirms Chinese are diluting traditional Buddhist culture and the monks' role. 0 -A Classic Series Awaits At approximately 12:05 yesterday morning, history was made in perhaps the most remarkable way imaginable. Amid the shouts of euphoria from transplanted Bostonians in rainy Collegetown, one singular theme could 1 -Ljubicic advances MADRID, Oct. 22. - Ivan Ljubicic edged No. 7 seed Joachim Johansson in three tough sets on Friday to reach the semi-finals in the \$3 m Madrid Masters. 1 -Sun refreshes development tools line Refreshing its development tools arsenal, Sun Microsystems on Tuesday revealed plans for upcoming versions of Java Studio Creator and is unleashing upgrades to the NetBeans open source platform and Java Studio Enterprise. 3 -Scottish landslides trap up more than 50 people (AFP) AFP - More than 50 people were airlifted to safety after landslides caused by violent rain trapped cars on a road in Scotland, just days after flash floods devastated a tourist village in southwest England. 0 -Europe's Regulators Say It's OK If Oracle Acquires PeopleSoft (Investor's Business Daily) Investor's Business Daily - Oracle Chief Executive Larry Ellison might well raise his offer of #36;21 per share to buy business software rival PeopleSoft , they say. 3 -Mariners fire Melvin after two seasons NOTES He indicated to reporters Sunday that he still wanted to manage the Mariners, but Melvin might get another chance elsewhere. Bavasi said he called an undisclosed club to suggest Melvin be considered for a managerial vacancy. 1 -Marine Wives Rally A group of Marine wives are running for the family of a Marine Corps officer who was killed in Iraq. 1 -Bentley hoping to avoid getting tripped up by Post A year ago, the Bentley Falcons ended C.W. Post's two-year reign as Northeast-10 Conference football champions. Now the Pioneers have a chance to return the favor. Sitting atop the conference standings, C.W. Post (4-1, 4-0) hosts Bentley tomorrow and can inflict serious damage on any hopes the Falcons have of repeating. 1 -Satellite TV Spreads Its Signals Across the Landscape In the last 10 years, pizza-sized dishes have sprouted on homes all over the country. But how does satellite TV actually work? 3 -Weathermen to get Visualization Supercomputer Maverick combines highly sophisticated visualization technology with a high-bandwidth next generation network to tackle some of the nation #39;s most pressing concerns, including Emergency Response Management and Flood Modeling (specifically for the state of 3 -Cellphone That Detects Bad Breath Siemens Mobile, the German telecommunications company, has announced that it is working on a mobile phone that makes users aware when they have bad breath. 3 -Dolby, Intel sound off for developers Companies plan tools for improving high-end audio for PCs with Intel inside. 3 -Christian Conservatives Press Issues in Statehouses Energized by electoral wins, conservative Christians are pushing ahead state and local initiatives on controversial issues. 0 -Yukos to stop oil exports to China Russian oil giant Yukos has decided to halt two-thirds of its oil exports to China, raising the stakes in its yearlong legal battle with the authorities. 2 -Big Lots Revises Quarterly, Year Views Big Lots Inc., the largest closeout retailer in the United States, said Wednesday that total sales for the five weeks ended Oct. 2 rose 2.9 percent to \$357. 2 -Icelanders after French salmon (TheDeal.com) TheDeal.com - SIF hf. plans to buy Labeyrie Group for an enterprise value of #36;425 million. 3 -Japan presses Pyongyang on six-party nuclear talks Japan urged North Korea on yesterday to return to six-way talks on the North #39;s nuclear weapons program in a third day of meetings focusing on the fate of missing Japanese citizens kidnapped by Northern spies, Japanese officials said. 0 -Novell launches desktop Linux for enterprises Novell Inc. will begin shipping on Tuesday a desktop version of its open source Linux operating system aimed squarely at enterprise users. 3 -Alcoa, BHP to sell Integris Metals SAN FRANCISCO (CBS.MW) -- Alcoa Inc. and Australia #39;s BHP Billiton have agreed to sell Integris Metals to Ryerson Tull for \$410 million in cash, plus assumption of \$250 million in debt, the companies said late Tuesday. 2 -Google Stock Offering Remains on Track (AP) AP - Google Inc.'s stock market debut appeared to be on track for later this week after the Internet search company asked regulators to give final approval of the paperwork required for the sale. 3 -YUKOS Surrenders to the Allies Yesterday morning YUKOS filed an application in a bankruptcy court in Houston, Texas for restructuring according to American laws. 2 -Ogden's Knee Improves; His Status Is Uncertain The Ravens are waiting to see how the knee of tackle Jonathan Ogden improves, and continue to hope that he will play in the season opener. 1 -Networks in a Duel of Technology Some television networks are racing to develop eye-catching score boxes. Fox, for example, now has fire coming out of its baseball scores. 3 -Germany #39;s Volkswagen workers stage warning strikes Workers at Germany #39;s automobile giant Volkswagen (VW) have staged warning strikes in the on-going wage dispute with the management. 2 -Calhoun not fond of loss But Calhoun likes his players and his university and the fact that the Huskies are the defending national champions a lot more. Calhoun was livid with himself and the collective 1 -Keeping Better Track From Factory to Checkout Using radio scanners to wirelessly identify consumer products is simple in concept but dauntingly complex in reality. 3 -Sun #39;s OpenSolaris Plans Start to Emerge Sun Microsystems on Friday will unveil more of its plans for OpenSolaris, the open-source project for the Solaris operating system. 3 -FERC faulted for failing to order refunds for California power <b>...</b> The Federal Energy Regulatory Commission, which has refused to approve California #39;s demand for \$2.8 billion in refunds from power companies found to have gouged the state during the 2000-2001 energy crisis, has been ordered to rethink its position and 2 -General Mills to Make All Cereals Whole Grain By JOSHUA FREED MINNEAPOLIS (AP) -- The Trix Rabbit and that Lucky Charms leprechaun are going on a whole-grain diet. General Mills announced Thursday that it will convert all of its breakfast cereals to whole grain... 3 -China: commercial flights in 20 years BEIJING: China can expect to see the first commercial space flights in 20 years, the head of the country #39;s space program was quoted as saying by state media. 3 -Mystery behind the origin of cosmic rays unraveled: World News: Washington, Nov 4 : An international team of astronomers has suceeded solving the 100 yearl old mystery about the origin of the cosmic rays by producing the first ever image of an astronomical object using high energy gamma rays. 3 -Once a Palace, Now Saddam Hussein's Prison Saddam Hussein lives in an air-conditioned 10-by-13 foot cell on the grounds of one of his former palaces, tending plants and proclaiming himself Iraq's lawful ruler. 0 -Uh oh! Franco-American is no more Here's one for nostalgia buffs: the Franco-American brand -- best known for SpaghettiOs -- is no more. 2 -Ryanair may face Belgian courts Budget airline Ryanair is obliged to be taken to court under EU law if it fails to pay back illegal state aid for flying to Belgium's Charleroi airport. 2 -Conferees Ban Lease of Boeing Tankers WASHINGTON (Reuters) - House and Senate conferees agreed late on Thursday to ban the leasing of aerial refueling aircraft as part of a final deal on a \$422 billion defense authorization bill, killing a proposed \$23.5 billion Air Force deal with Boeing Co. <A HREF=""http://www.investor.reuters.com/FullQuote.aspx?ticker=BA.N target=/stocks/quickinfo/fullquote"">BA.N</A>, congressional sources said. 2 -Najaf clashes as truce talks fail Fighting resumes in the Iraqi city of Najaf between US troops and Shia militias after an abortive peace bid. 0 -Big surprise by Indian board Calcutta, India - The Indian cricket board made a surprise move on Thursday by granting television production and distribution rights for the upcoming Test series against Australia, even as the Supreme Court was hearing a petition by another network 1 -Mets to revamp front office again NEW YORK - The New York Mets are revamping their front office for the second straight offseason, hiring Omar Minaya from the Montreal Expos to become the head of baseball operations. 1 -Andre gone with the wind He was finally out of the wicked wind tunnel known as Arthur Ashe Stadium, out of the gale that combined with Roger Federer to blow him from the quarterfinals of the US Open. 1 -Honor System Used for Flu Shots at U.S. Chain Stores By GRETCHEN PARKER BALTIMORE (AP) -- At the Walgreens flu shot clinic, the honor system is in place. If you tell nurses there you have a chronic heart problem, you can get a shot... 3 -Immelt: Joy At GE As Q3 Earnings Jump 11 The news is often sobering these days. But they #39;re smiling at General Electric (nyse: GE - news - people ), where the company posted third-quarter earnings that are up 11, with revenue rising 15. 2 -Syria and Lebanon reject UN #39;interference #39; Syria and Lebanon have rejected outright a renewed United Nations Security Council call for Damascus to pull its troops out of its tiny neighbour, calling the international body #39;s decision quot;interference quot;. 0 -UN war crime tribunal calls first witness in Milosevic defense <b>...</b> The International Criminal Tribunal for Former Yugoslavia (ICTY) Tuesday called the first witness in the defense case of former Yugoslav President Slobodan Milosevic 0 -MechAssault 2 jacks gold Mech shooter off stomps off to production, and is on schedule for its uncommon December 28 release. Microsoft today announced that MechAssault 2: Lone Wolf has achieved gold status and will be ready to hit Xboxes and light up Xbox Live December 28. 3 -Minister offers apology for touchy remark Minister of Foreign Affairs Mark Chen () yesterday apologized for the words used to condemn a comment by his Singaporean counterpart who warned against Taiwan independence at a United Nations meeting last week. 0 -NASA Develops Robust Artificial Intelligence for Planetary Rovers NASA is planning to add a strong dose of artificial intelligence (AI) to planetary rovers to make them much more self-reliant, capable of making basic decisions during a mission. Scientists are developing very complex AI software that enables a higher level of robotic intelligence. 3 -Stem Cell Companies Fall Amid Biotech Rise While most biotechnology stocks rose Wednesday, shares of major stem cell researchers fell sharply as George W. Bush #39;s victory in the presidential election was confirmed. 2 -Americans playing it cool in the pool ATHENS Michael Phelps might receive his last gold medal of the Athens Olympics in a way no one would envision. 1 -Mac users face rare virus The malware disables Mac OS X's built-in firewall, steals personal information and can destroy data. 3 -Bombs in Buenos Aires Kill One Bombs detonated at three banks in downtown Buenos Aires Wednesday resulting in the death of one security guard and in leaving another person injured. 0 -Indonesia orders security clampdown after terror warnings JAKARTA, Indonesia Indonesia has ordered a nationwide security crackdown after warnings from Australia, Britain and New Zealand that terrorists plan to attack ahead of Christmas. 0 -San Diego Chargers Acquires Wide Out McCardell SAN DIEGO (Sports Network) - The San Diego Chargers have acquired wide receiver Keenan McCardell from Tampa Bay in exchange for two picks in next year's draft. The deal was made roughly an hour before the NFL's trading deadline on Tuesday. 1 -England and India aim to buck trends (AFP) AFP - England cannot win a one-day international batting first while India coach John Wright reckons his team are having trouble chasing totals. 0 -Hurricane Ivan Threatens Barbados, East Caribbean MIAMI (Reuters) - Powerful Hurricane Ivan, the latest in a busy storm season, rushed over the Atlantic Ocean on Monday and threatened the eastern Caribbean Windward Islands. 0 -Henson plays for Cowboys, now will he start? Now Henson is waiting like everyone else to find out if he #39;ll soon be the starting quarterback. Coach Bill Parcells today said starter Vinny Testaverde is questionable because of a sore shoulder and back. 1 -Schwab ex-CEO to get almost \$10M SAN FRANCISCO (CBS.MW) -- Charles Schwab Corp. is paying David Pottruck, ousted as chief executive officer in July, a lump-sum payment of \$6. 2 -Software piracy whistle-blowers get bigger rewards The BSA trade group ups its reward for information on U.K. companies that are using illegal software. 3 -Top-Seed Spadea Advances at Millennium (AP) AP - Top-seeded Vincent Spadea beat qualifier Hugo Armando 6-3, 1-6, 6-4 Friday night to reach the semifinals of the Millennium International Tennis Championships. 1 -Sri Lanka spinners throttle South Africa Sri Lanka spinners Rangana Herath and Tillakaratne Dilshan shared six wickets to help bowl South Africa out for 191 in the third one-day international on Sunday. 1 -Gibbs to Look at Offense Coach Joe Gibbs says he thoroughly evaluate the Redskins, particularly an offense that finished among the league's worst, now that the season is over for Washington. 1 -Veerappan shot dead Coimbatore: The country #39;s most wanted forest brigand Veerappan, charged with abduction and murder of politicians and film stars, was on Monday night killed in a gunbattle with Tamil Nadu police in a thick forest about 150 km from here, ending three 0 -Unlikely Visionary Behind Private Race to Space SpaceShipOne visionary Peter Diamandis wasn't thinking about history as he stood in the Mojave desert and watched a small, shuttlecock-shaped craft glide back to Earth having nudged the edge of space. He just thought it looked beautiful. 3 -First Look: MusicMatch Jukebox's Impressive Version 10 Free software helps organize large music collections. 3 -Hewitt in form ahead of US Open LONG ISLAND, New York -- Lleyton Hewitt continued his US Open preparations with a 6-1 6-4 win over Michael Llodra en route to the quarterfinals of the ATP Long Island Cup. 1 -ING Reveals Improper Trading Case Details NEW YORK (Reuters) - A U.S. unit of Dutch financial services group ING Groep NV said on Wednesday a review of improper trading in its mutual funds showed only isolated incidents of impropriety. 2 -FTC Goes After Spyware Operations (NewsFactor) NewsFactor - The Federal Trade Committee has filed a complaint in federal court asking that two Internet advertising and software firms be shut down. The FTC made the filing last Thursday and will hold a press conference on the matter tomorrow. 3 -Discus Champion Thrown Out of Games Hungarian Olympic discus champion Robert Fazekas will lose his gold medal and be expelled from the Games after breaking doping rules, the International Olympic Committee (IOC) said Tuesday. 1 -Microsoft rules out PeopleSoft bid This fourth priority #39;s main focus has been improving or obtaining CRM and ERP software for the past year and a half. Microsoft CEO Steve Ballmer has ruled out acting as the white knight for business software 2 -N. Korea Economic Sanctions 'One Option' -- Japan (Reuters) Reuters - Japanese Foreign Minister Nobutaka\Machimura said on Thursday economic sanctions against North\Korea were ""one option,"" but added that care was needed in\deciding whether Tokyo should take such a step immediately. 0 -Chechnya goes to polls; man blows himself up in Grozny Moscow, Aug. 29 (PTI): An unidentified man blew himself up today outside a polling station in Grozny during presidential elections in war-torn Caucasian province of Chechnya. 0 -Explosion marks first day of Iraq campaigns Violence marred Iraq #39;s first official day of parliamentary election campaigning Wednesday as interim Iraqi Prime Minister Ayad Allawi announced his candidacy for the Jan. 30 0 -Microsoft delays SP2 auto update Slowdown will give big companies more time to hunt down compatibility problems, the company says. 3 -Kerry Asks FEC for Recount Advice (AP) AP - Election Day is several weeks away, but Democratic presidential candidate John Kerry's campaign is already considering its fund-raising options should Kerry or President Bush pursue a recount like the famous Florida ballot dispute in 2000. 0 -U.S. Upholds Tariffs on Shrimp Imports (AP) AP - The Bush administration on Tuesday upheld the imposition of penalty tariffs on shrimp imports from China and Vietnam, handing a victory to beleaguered U.S. shrimp producers. 0 -Rebels Set Off Land mine in Indian Kashmir, 11 Dead SRINAGAR, India (Reuters) - Separatist militants detonated a powerful land mine in Indian Kashmir killing eleven people, including nine soldiers in one of the biggest attacks in recent weeks, police said on Sunday. 0 -Promoting free trade promotes security for Canada and U.S., ambassador says. (Canadian Press) Canadian Press - VANCOUVER (CP) - The promotion of free trade around the world will help fight terrorism and is in the security interests of the U.S. and Canada, the U.S. ambassador to Canada said Friday. 0 -Peres calls for early general election The leader of the opposition Labour party in Israel, Shimon Peres, has called for an early general election. 0 -Martha Stewart Appeals Conviction Lawyers for Martha Stewart told a federal appeals court that she suffered a ""fundamentally unfair"" trial at the hands of prosecutors who incorrectly suggested she was accused of insider trading. 2 -Bulldogs Get Punished The NCAA places Mississippi State on probation for four years because of recruiting violations and bans them from postseason play this year. 1 -With One Life to Live, the Red Sox Want It Now The Red Sox will either complete an amazing comeback tonight as the first team to rebound from a 3-0 deficit in postseason history, or the Yankees will stop them. 1 -Anglers Have Big Impact on Fish Numbers -- Study (Reuters) Reuters - Recreational anglers may be\responsible for landing nearly 25 percent of over-fished salt\water species caught off U.S. coasts, a study released on\Thursday suggests. 3 -Jury lines up for Kobe Bryant rape trial More than a year after allegations of rape levelled at basketball star Kobe Bryant shocked the world of sport and set in motion a circus of claim and counterclaim, the first wave of jury selection began yesterday. 1 -IMF Sees Robust U.S. Growth (Reuters) Reuters - Robust U.S. economic growth will\likely continue into 2005, but authorities should cut the\budget deficit to reduce the risk to growth, International\Monetary Fund Managing Director Rodrigo Rato said. 2 -IBM updates WebSphere Application Server software OCTOBER 06, 2004 (COMPUTERWORLD) - IBM today unveiled a new version of its WebSphere Application Server software, which is designed to protect applications from server downtime and boost enterprise efforts to build a service-oriented architecture (SOA). 3 -Baghdad violence kills at least 25 people and stoking fears that sectarian divisions over when to hold elections could unleash further bloodshed. In a second dawn attack in the capital on Friday, guerrillas killed at 0 -University entry overhaul backed Students should be able to make their university applications after their A-level results, says an official report. 0 -Saudi Violence Pushes Oil Prices Higher Oil prices were forced higher today by an outbreak of violence in Saudi Arabia and concerns that Opec may cut output. The cost of a barrel of light, sweet crude oil climbed 2 -Defiant Sharon sets out Gaza plan Israeli PM Ariel Sharon pushes ahead with an accelerated plan to withdraw from the Gaza Strip despite opposition. 0 -Yahoo Jazzes Up Mobile Search Yahoo Jazzes Up Mobile Search\\Google SMS started serving search results to mobile users in the US just a few days back. Now Yahoo! follows it with even more comprehensive feature set. Google SMS is currently text based for the results; Yahoo! jazzes them up with maps, website icons, as well ... 3 -Bekele Succeeds Mentor Gebrselassie ATHENS (Reuters) - Ethiopian Kenenisa Bekele succeeded his mentor Haile Gebrselassie as the Olympic 10,000 meters champion Friday after an astonishing final lap in the longest track event. 1 -SI.com ATLANTA (Ticker) -- The Atlanta Braves will have to wait at least one more day to celebrate. Gabe White worked out of a bases-loaded jam in the bottom of the ninth inning to record his first save in more than 1 -Haywood Looks to End Wizards center Brendan Haywood worked hard in the offseason to improve enough to play in the fourth quarter of close games this season. 1 -Germany unveils debt cut measures The German government has unveiled a series of measures aimed at bringing the country #39;s public deficit back below the eurozone #39;s 3 of GDP limit in 2005. 2 -easyMusic picks Wippit for pre-Xmas launch easyJet founder turns to 'easyJet for iPod generation' service 3 -Two US soldiers killed in Afghan battle KABUL, Afghanistan - Two US soldiers were killed in a firefight with insurgents Monday, while an Afghan vice president escaped a bomb attack on his convoy in the latest assassination attempt on a political leader ahead of key elections. 0 -Daiei shares soar as Wal-Mart confirms interest in ailing retailer TOKYO : Shares in ailing Japanese retailer Daiei Inc. jumped 16 percent after US giant Wal-Mart Stores Inc. confirmed it was interested in aiding the firm #39;s revival. 2 -Cuba, Russia Agree to Condemn Terrorism (AP) AP - The top diplomats for Russia and Cuba condemned all forms of terrorism Tuesday and renewed Russia's call last week to expand the war against the global scourge. 0 -HP unveils low-cost corporate copier With streamlined multifunction device, tech giant aims to gain ground in business copier market.\ 3 -Kerry's Disgusting Ad \\A few days ago Kerry sent around this ad:\\""Yesterday, the Bush-Cheney campaign, losing any last sense of decency, placed\a disgusting ad called ""The Faces of John Kerry's Democratic Party"" as the\main feature on its website. Bizarrely, and without explanation, the ad places\Adolf Hitler among those faces.""\\""The Bush-Cheney campaign must pull this ad off of its website. The use of\Adolf Hitler by any campaign, politician or party is simply wrong.""\\Which of course is a mistake. I went and downloaded the video (which is just\stupid btw. Not a masterpiece by any means.) and there are shots of Hitler in\there, but only from the MoveOn contest from a few months back.\\Here's the problem. The ...\\ 3 - #39;Jackal aide #39; in case 2 acquittal BERLIN, Germany -- A German court has acquitted Johannes Weinrich, said to be the right-hand man of international guerrilla quot;Carlos the Jackal, quot; of charges that he took part in a deadly series of bombings in France in the early 1980s. 0 -WTO Rules Against EU Protection of Goods (AP) AP - The European Union said Friday its system of protecting names for regionally produced foods such as Champagne and Parma ham was strengthened by an initial ruling from the World Trade Organization. 0 -Fox, Traded by Lakers to Celtics, Retires (AP) AP - Rick Fox retired Thursday, ending a 13-year pro career during which he was part of three NBA championship teams with the Los Angeles Lakers. 1 -Soccer Racism Taints Spain's Reputation (AP) AP - Spaniards used to say they lived in one of Europe's most racially tolerant countries. Soccer has shattered that myth. In Madrid's Santiago Bernabeu stadium #151; the Yankee Stadium of soccer #151; Spanish fans bellowed out monkey noises last week each time a black English player touched the ball in a match between England and Spain. 1 -Renteria introduced Although he hasn #39;t spoken to any of his new Red Sox stats, schedule teammates yet, Edgar Renteria said he #39;d like to get fellow snowbird Manny Ramirez stats, news to teach him to hit #39; #39; when they speak this week in Miami. 1 -Competitors voice pride in being pioneers as women #39;s wrestling <b>...</b> This was not one for the books. It was one for the looks. How many times had Sara McMann seen the look? She would tell people she was a wrestler, and their eyebrows would 1 -New burger has 1,400 calories, 103 grams of fat ST. LOUIS - The Hardee #39;s fast food chain has rolled out its new 1,400-calorie Monster Thickburger, with 107 grams of fat. The sandwich boasts two-thirds of a pound of beef, four strips of bacon, three slices 2 -Report: Palestinians, Israel Back Peace Plan CAIRO (Reuters) - Palestinians and Israelis have agreed in principle to proposals aiming to end their conflict, Egypt's official news agency MENA said on Tuesday. 0 -PeopleSoft: Oracle's Offer Is Inadequate (AP) AP - Oracle Corp.'s #36;21-per-share hostile takeover bid for PeopleSoft Inc. isn't good enough for shareholders to accept, PeopleSoft director A. George ""Skip"" Battle said Wednesday. 3 -Should Your Next Car Be New or Used? Used cars have a lot to offer -- if you know what you're doing. 2 -A peak performance MORGANTOWN, W.Va. -- We can only imagine how enjoyable that flight home was for the Boston College party. 1 -Moderate Earthquake Shakes Western Japan A moderate earthquake shook western Japan on Tuesday, two days after over 40 people were injured when two strong quakes hit the region. 0 -Juve Lead Is Cut AC Milan closed the gap on leaders Juventus to four points after receiving a helping hand from city-rivals Inter. Having already won their game at Chievo earlier in the day thanks to on-loan Chelsea striker 1 -Rosy outlook from Greenspan fails to sway many economists WASHINGTON : The upbeat outlook from Federal Reserve Chairman Alan Greenspan has failed to convince many economists, who argue that the United States is likely to see tepid growth at best in the near future. 2 -Santos May Report 40 Drop in First-Half Profit as Output Fell Santos Ltd., Australia #39;s biggest natural gas producer, may report first-half profit fell 40 percent after a fire on New Year #39;s Day at its gas processing plant in central Australia cut production. 2 -Dent rains down the aces on a day of wet weather BEIJING: Big-hitting Taylor Dent rained down 16 aces Tuesday on the way to a first-round victory at the \$500,000 China Open before the skies dropped water to wash away play. 1 -Alitalia Signs Deal With Attendants (AP) AP - Near-bankrupt Italian flagship carrier Alitalia won approval from flight attendants Saturday for a job-cutting plan #151; the last in a series of labor deals crucial to saving the airline from collapse. 2 -Ukraine parliament passes plan to weaken presidency (AFP) AFP - Ukraine's parliament overwhelmingly passed a bill to weaken presidential powers and change electoral law, breaking an impasse between outgoing President Leonid Kuchma and the opposition. 0 -Japan Expresses #39;serious Concern #39; About N Korean Missiles In <b>...</b> BEIJING (AFP) - Japanese negotiators told North Korea they had quot;serious concern quot; about its missile program in talks that extended for a second day in Beijing, a Japanese diplomat said. 0 -Moody #39;s raises Dell #39;s senior unsecured debt rating NEW YORK, Aug 18 - Moody #39;s Investors Service said on Wednesday it raised the senior unsecured debt rating of Dell Inc. (DELL.O: Quote, Profile, Research) with a stable outlook citing the firm #39;s strong balance sheet and solid operating and financial ... 2 -Napster founder introduces new file-sharing service Shawn Fanning, founder of Napster, worlds first file trading peer-to-peer network, is back in full force to legalize music swapping with his new venture. 3 -Discontent in China boils into public protest When the local government announced it was going to confiscate their homes and businesses to make room for a new development, residents of this village in southeastern China fought back. 0 -EU Clears Disney-Columbia British Venture European Union regulators Thursday cleared a joint venture between The Walt Disney Company, Columbia Pictures Corp. Ltd., and Britain #39;s ON Demand Group to provide a video-on-demand service in Britain and Ireland. 2 -Trail Blazers Edge Celtics 89-87 Portland Trail Blazers #39; Zach Randolph, right, loses the ball as Boston Celtics #39; Gary Payton looks on during the second quarter Thursday, Dec. 9, 2004, at the Rose Garden in Portland, Ore. 1 -QB Tate to Lead Injured Hawkeyes Vs. PSU (AP) AP - No. 25 Iowa is having a hard time keeping its tailbacks healthy. 1 -Opening an Age of Adventure? It has been more than three decades since that era of Hair-raising silliness has passed. The tie-dyes to die for (if they don #39;t kill you on first glance) have been exiled to episodes of 3 -NASA Capsule Containing Solar Wind Particles Crashes (Update1) A space capsule containing NASA #39;s first sample from space in more than 30 years crashed into the Utah desert today after its parachutes failed to open. 3 -US firms announce 104,530 job cuts in November, survey shows (AFP) AFP - US employers announced plans in November to step up job cuts, with the total exceeding 100,000 for the third month in a row, an industry survey showed. 2 -Update 6: Dutch Steelmaker Buying ISG in \$4.5B Deal Steel tycoon Lakshmi Mittal announced plans Monday to take over US steelmaker International Steel Group as part of a three-way merger to create a global metals mammoth. 2 -Former US Marine in Iraq tells Canadian board some comrades became <b>...</b> A former US Marine in Iraq, testifying Wednesday at a hearing for an American military deserter seeking asylum in Canada, said several men 0 -As Ivorian crisis deepens, so do concerns for region NIAMEY, Niger -- French troop reinforcements flew to the coastal city of Abidjan in riot-torn Ivory Coast yesterday amid rising concerns that the conflict between government and rebel forces was on the verge of spiraling out of control and could dramatically hurt its West African neighbors. 0 -US officers to check US-bound cargo shipped from Dubai port DUBAI (AFP) - Dubai port, a leading world operator, signed a deal with the United States under which US officers will help screen US-bound containers that have been identified as a potential terrorist risk. 2 -Afghans Say bin Laden Trail Has Grown Cold <I>National Geographic</I> writer Tim McGirk discusses post-election Afghanistan and the hunt for international terrorist Osama bin Laden. 3 -Ruiz #39;s manager Stone suspended The New York State Athletic Commission wasted no time taking action against Norman Stone, the bombastic manager of World Boxing Association heavyweight 1 -World #39;s first five-megapixel camera phone KOREAN giant Samsung Electronics said it had developed the world #39;s first handphone equipped with a state of the art five-megapixel camera. 3 -Approval for New Stadium in Washington Hits a Snag Maybe the idea of financing a new stadium here for the relocated Montreal Expos seemed easy last month when the city received the news that Major League Baseball would send the team to the nation #39;s capital. 1 -Spartans outplayed by George Washington in first round of BB amp;T <b>...</b> Washington, DC - The No. 11 MSU basketball team lost 96-83 to George Washington Saturday afternoon in the first-round of the BB amp;T Classic. 1 -American Alvin Harrison Banned for Four Years Olympic 400 meter relay gold medallist Alvin Harrison has accepted a four-year ban for drugs violations, the United States Anti-Doping Agency said on Tuesday. 1 -Seiko Epson unveil updated micro flying robot Seiko Epson have unveiled their latest wireless flying micro-robot named the FR-II. The successor to the FR robot the latest micromechatronic contraption has a number of improvements. 3 -Former con man joins crime battle FORMER con artist Frank Abagnale, whose life was portrayed in the film Catch Me if You Can, has been recruited to help in the battle against cyber crime as spokesman for the National Cyber Security Alliance (NCSA) in a forthcoming campaign. 3 -7 DAYS MONDAY <br>NFL ON DEMAND <br>EXTENDED HIGHLIGHTS <br>With the addition of the NFL Network to Comcast and Starpower cable, digital subscribers can now access free highlights of every NFL game. Minus broadcast network mumbo-jumbo commentary, the highlights last eight to 20 minutes... 1 -New bid to end talks deadlock Northern Ireland Secretary Paul Murphy and Irish foreign minister Brian Cowen will chair talks involving unionists and nationalists at Stormont aimed at ending the stand-off over proposed changes to devolution. 0 -Australia red-faced BUOYANT New Zealand captain Stephen Fleming was relieved to have enlivened a dormant summer after his Black Caps conjured a stunning four-wicket win against Australia in the opening 1 -Suns Defeat Jazz 115-102 (AP) AP - Steve Nash had 20 points and 14 assists to lead the Phoenix Suns to their eighth straight win, 115-102 over the Utah Jazz on Tuesday night. 1 -Shock Hazard Prompts Lexmark Recall The US Consumer Product Safety Commission said Tuesday that Lexmark International has voluntarily recalled more than 39,400 laser printers, under the Lexmark, Dell and IBM brands, for their potential to deliver electrical shocks. 3 -Injury fears allayed over Celtic #39;s McNamara Injury fears over Celtic skipper Jackie McNamara have subsided after a scan revealed he has not broken his ankle. It was initially feared that McNamara had broken his ankle after a clash against Barcelona #39;s Ludovic Giuly on Tuesday night. 1 -Hague Court Imposes Defense Counsel on Milosevic (Reuters) Reuters - Judges at The Hague tribunal on\Thursday imposed a defense counsel on former Yugoslav President\Slobodan Milosevic to avoid further delays in his war crimes\trial. 0 -Johnson amp; Johnson missing out on stent sales Johnson amp; Johnson can't supply cardiac stents fast enough to capitalize on three recent recalls by archrival Boston Scientific Corp. , say cardiologists who use both companies' medical devices. 2 -IBM seeks dismissal in second part of SCO case SAN FRANCISCO - IBM Corp. is seeking dismissal of a second major component of the lawsuit filed against it last year by Unix vendor The SCO Group Inc., according to court documents filed Friday by IBM. The documents, filed with the U.S. District Court for the District of Utah, argue that SCO's breach of contract allegations should be dismissed from the lawsuit. 3 -Dynogen enters drug licensing deal Dynogen Pharmaceuticals Inc. of Waltham said it licensed a late-stage drug candidate from Mitsubishi Pharma Corp. Terms weren't disclosed. The compound, pumosetrag, is thought to be helpful to patients suffering from a variety of gastrointestinal conditions, such as irritable bowel syndrome. Dynogen, a privately held firm, said it plans to start new clinical trials with pumosetrag next year. Mitsubishi, part ... 2 -Campbell delivers win ATLANTA - Let there be no doubt: The Auburn football team is the undisputed champion of the Southeastern Conference. And let it be written that Jason Campbell made it so. 1 -Venture by Time Warner And Microsoft Unsettles EU A Bethesda company owned by Microsoft Corp. and Time Warner Inc. is the subject of a European Union investigation into whether the company #39;s software will give the two media giants a monopoly in copyright protection. 2 -Egypt Sees Move Towards Israel-Palestinian Peace JERUSALEM (Reuters) - Egypt's official news agency said Tuesday significant progress had been made in international efforts to end Israeli-Palestinian violence, but both sides to the conflict termed talk of a deal premature. 0 -Suit claims Microsoft hurt Novell Days after collecting a \$536 million antitrust settlement from Microsoft Corp., Novell returned to court Friday to claim the technology giant used its market dominance to shut out WordPerfect and other software in the mid-1990s. 2 -New fertility treatment 'closer' Women may be able to have unfertilised eggs routinely frozen during fertility treatment rather than just embryos after research. 0 -Ahead Pushes Nero Digital Format for DVDs Deal with ESS Technology will add support for Ahead's variant of the MPEG-4 video format on DVD players. 3 -NVIDIA and Sony hook-up Electronic voting in the US. The saga continues. Here is an interesting comparision with a Venezuelan referendum. quot;80 of Americans could correctly name the first President Bush #39;s pet dog Millie, but only 3 -COL FB: Auburn 34, Tennessee 10 Jason Campbell passed for 252 yards and two touchdowns Saturday to lead the ninth-ranked Auburn Tigers over eighth-ranked Tennessee, 34-10. 1 -US Stocks Gain; Shares of Citigroup, Bank of America Advance US stocks gained on optimism that third-quarter earnings this week from companies including Citigroup Inc. and Bank of America Corp. 2 -Inzaghi is ready to face Barcelona ROME, Italy -- The battle for control of Champions League Group F match begins in earnest on Wednesday when AC Milan face Barcelona at Rome #39;s San Siro stadium. 1 -Quantum Astronomy: The Heisenberg Uncertainty Principle (SPACE.com) SPACE.com - This is the second article in a series of four articles each with a separate explanation of different quantum phenomena. Each article is a piece of a mosaic, so every one is needed to understand the final explanation of the quantum astronomy experiment we propose, possibly using the Allen Array Telescope and the narrow-band radio-wave detectors being build by the SETI Institute and the University of California, Berkeley. 3 -Nintendo's innards Wondering what your shiny new Nintendo DS looks like on the inside? Lik Sang saves you the voided warranty with a new photo gallery showing a detailed dissection of the new handheld game machine. Missing Links 3 -Resident Evil 4 Exclusive No More November 01, 2004 - It looks like the folks at Capcom Entertainment were only kidding when they sternly insisted over and over again that the GameCube action-thriller Resident Evil 4 would forever remain exclusive to Nintendo #39;s console. 3 -Halliburton to Restructure KBR Unit (Reuters) Reuters - Halliburton Co. said on\Thursday it would restructure its KBR unit and may shed the\business if the oil services company's stock performance keeps\lagging its peers. 2 -Alessandro Petacchi Claims 2nd Stage of Tour of Spain Italian cyclist Alessandro Petacchi won the second stage of the Tour of Spain in a mass sprint finish, as Dutchman Max van Heeswijk claimed the leader #39;s yellow jersey. 1 -Hollywood backs HD DVD Hollywood film studios have pledged support for one of the competing formats battling for primacy in the DVD market. The group supporting the HD DVD optical disc format for high-definition video is vying with the rival Blu-ray Disc format . 3 -NL Wrap: Ramirez Shines in Cubs Victory Over Reds (Reuters) Reuters - Aramis Ramirez homered three times and\drove in all of Chicago's runs as the Cubs edged the Cincinnati\Reds 5-4 in National League play at the Great American Ballpark\on Thursday. 1 -Japan typhoon kills two The most powerful typhoon to hit eastern Japan in a decade has headed out to sea after pummelling Tokyo, leaving two dead, snarling transport on a long holiday weekend and forcing thousands in the countryside to evacuate. 0 -Sony keeps PSP production low, focuses on PS2 Low initial shipment figures for Sony #39;s forthcoming PlayStation Portable are down to a decision to focus on manufacturing the profitable PlayStation 2 hardware, according to a spokesperson for the Japanese giant. 3 -Gap 3Q Earnings Meet Analysts' Estimates (AP) AP - Gap Inc.'s third-quarter profit improved slightly even as the clothing retailer's sales began to sag. 2 -Pakistan sweep nets bomb suspects Pakistan has arrested more than five suspects in a plot to bomb several high-profile targets in Islamabad, including the US Embassy and the official residences of Pakistan #39;s president, Gen. 0 -Report: Israel set to collide with EU Confidential Israeli report also warns of country becoming a #39;pariah state #39; like apartheid-era South Africa. Israel could one day become a quot;pariah state quot; like apartheid-era South Africa. 0 -GOLF: Woods-Mickelson not dream team Tiger Woods paired with Phil Mickelson. A dream team in golf gloves. Together, they would lead the charge at the Ryder Cup, carry the United States into an early lead, discourage the Europeans, ignite the home crowd. 1 -AMD launches Sempron for low power notebooks AMD has released the Mobile AMD Sempron processor 3000 #39;for Thin and Light Notebooks #39;. The low-power processor is aimed at entry-level notebooks, as opposed to the 3000 Mobile AMD Sempron Processor for Full-Size Notebooks. 3 -Got Firefox? I #39;m dating myself here, but I can vividly recall the web browser scene ten years ago, when I #39;d eagerly download every new version of Netscape Navigator the moment it was released. 3 -Too Good to Be True Baseball's back in Washington. So with that award comes an acceptance letter to highlight those efforts that made this dream come to fruition. 1 -Avery Johnson announces retirement Avery Johnson announced his retirement Thursday, officially ending his 16-year playing career and becoming a full-time assistant coach for the Dallas Mavericks. 1 -Well, it worked for Bill So let me get this straight: Barry Bonds used steroids, but he didn #39;t inhale?***Mr. Schwarzenegger, meet your new lieutenant governor. 1 -Trojan Mugs UK Web Banking Customers The Banker-AJ trojan has been coded to lie dormant in the background on infected Windows PCs. When users visit legitimate online banking Web sites of certain UK banks, the malicious code is 3 -Shanghai set for Formula One race China is hosting its first Formula One Grand Prix on a gleaming new \$240 million circuit in Shanghai. 0 -Yukos faces \$6.2bn tax deadline Russian oil giant Yukos says it is about to miss a deadline on a back tax payment of more than \$6bn due from 2002. 2 -Court Throws Out Hollinger Int'l Lawsuit NEW YORK (Reuters) - A U.S. court on Friday dealt a blow to Hollinger International Inc.'s <A HREF=""http://www.investor.reuters.com/FullQuote.aspx?ticker=HLR.N target=/stocks/quickinfo/fullquote"">HLR.N</A> efforts to recover \$1.25 billion from ex-chairman Conrad Black and others, dismissing its racketeering lawsuit against them. 2 -Inter Conquer Brussels Inter emerged as the winners over Anderlecht in Brussels to claim the first spot in the Champions League Group G. The nerazzurri took the lead nearly immediately when Adriano from the left served a low powerful 1 -Guarding of Ukraine central election commission relieved KIEV, November 3 (Itar-Tass) - Water cannons and armoured personnel carriers were removed from the territory of the Ukrainian central election commission on Wednesday. 0 diff --git a/data_sets/cls/agnews/seed5/test.txt b/data_sets/cls/agnews/seed5/test.txt deleted file mode 100644 index b7fe358..0000000 --- a/data_sets/cls/agnews/seed5/test.txt +++ /dev/null @@ -1,500 +0,0 @@ -Conversion Rates Between PPC (Paid) and Organic (Free) Results Conversion Rates Between PPC (Paid) and Organic (Free) Results\\In a thread over at Cre8asite Forums named Organic vs Paid traffic ROI?, there is a discussion going on about the different conversion rates and ROI seen between the pay per click traffic (paid traffic) and organic traffic (free traffic). I have ... 3 -GOP Sharpens Attacks As Convention Opens NEW YORK (AP) -- Sen. John McCain said Monday it was fair game to criticize Democrat John Kerry's anti-war protests three decades ago, firing an opening salvo as Republicans at their national convention sought to portray President Bush as a strong wartime leader. 0 -LG Electronics Unveils World #39;s First Terrestrial DMB-Receiving <b>...</b> LG Electronics has unveiled the worlds first terrestrial digital multimedia broadcast-receiving mobile phone, and demonstrated its functions. 3 -Iraq Mortar Attack Kills 25, Sistani Heads to Najaf NAJAF, Iraq (Reuters) - A mortar attack on a packed mosque in the town of Kufa on Thursday killed at least 25 people as Iraq's most influential Shi'ite cleric headed to the nearby holy city of Najaf to try to end a bloody three-week uprising. 0 -CASEY COMMENTS NOT #39;SMART #39; - VERPLANK The backlash to anti-American comments by Ryder Cup player Paul Casey has already started - and is likely only to get worse in the coming months. 1 -Virgin wishing for Melbourne Sir Richard said yesterday Melbourne was on his wish list, with flights to London possibly through Hong Kong or Bangkok. The British billionaire landed in Sydney yesterday aboard Virgin Atlantic #39;s inaugural Australian flight. 2 -Montgomerie, Woods, Furyk Tied at Target (AP) AP - Colin Montgomerie was thrilled to get an invitation from Tiger Woods to play in his year-end tournament with 15 of the best players in golf. Even better was matching Woods' score. 1 -Oracle Overhauls Sales-Side Apps for CRM Suite (NewsFactor) NewsFactor - Oracle (Nasdaq: ORCL) has revamped its sales-side CRM applications in version 11i.10 of its sales, marketing, partner relationship management and e-commerce application. 3 -Microsoft, Swatch Partner on Wireless Watch (NewsFactor) NewsFactor - Microsoft (Nasdaq: MSFT) has hooked up with Swatch to deliver the latest in a line of smart wristwatches using the software giant's MSN Direct wireless content-delivery technology. 3 -Singapore Shares End Lower Singapore shares ended lower Monday, hurt by below-expected third-quarter economic data that added to ongoing concerns over high oil prices and weakness on Wall Street. 2 -Bedding Blip? Go Back to Sleep This is getting old. Every time Hidden Gems selection Select Comfort (Nasdaq: SCSS) gets settled in and ready for a long night #39;s rest full of dreams of two-times-in-three-years capital gains, along 2 -Silvestre #39;s double goals help Man. United beat Liverpool Silvestre became Man. United #39;s hero as he scored twice to lift a 2-1 victory over Liverpool for home side when all eyes were on Rio Ferdinand as he returned after an eight-match ban on Monday. 1 -Qualcomm: A quot;Wireless Intel quot;? Qualcomm began life in 1985 in a very unremarkable way -- in founder Irwin Jacobs #39; den. The space was small and crowded. The founding crew consisted of seven people, who were enthusiastic but low key. 3 -SMART-1 makes lunar orbit The SMART-1 probe has entered its lunar orbit, and the history books as the first European mission to have done so. Professor David Southwood, director of science for the European Space Agency (ESA), said: quot;Europe 3 -McCline, Byrd say fight won #39;t weigh heavy on friendship Jameel McCline had made a habit of calling heavyweight titleholder Chris Byrd, his good friend, whenever he found out about his next fight in order to hear Byrd #39;s opinion and discuss strategy. 1 -Spanish PM to host French, German allies in Madrid summit (AFP) AFP - Sealing ratification of an EU constitution and the question of terrorism will top the agenda when Spanish Prime Minister Jose Luis Rodriguez Zapatero welcomes French President Jacques Chirac and German Chancellor Gerhard Schroeder to a summit meeting Monday. 0 -Clearest view yet of Saturn #39;s largest moon Scientists controlling the cameras aboard the Cassini spacecraft in orbit around Saturn have just recovered two extraordinary, contrasting images of the planet #39;s most intriguing moons. 3 -Stellar Putting Gives Europe a 2 - 0 Ryder Cup Lead Inspired by a brilliant putting display, holders Europe secured the first two points in the opening fourball matches against the United States at the 35th Ryder Cup Friday. 1 -Loosing the War on Terrorism \\""Sven Jaschan, self-confessed author of the Netsky and Sasser viruses, is\responsible for 70 percent of virus infections in 2004, according to a six-month\virus roundup published Wednesday by antivirus company Sophos.""\\""The 18-year-old Jaschan was taken into custody in Germany in May by police who\said he had admitted programming both the Netsky and Sasser worms, something\experts at Microsoft confirmed. (A Microsoft antivirus reward program led to the\teenager's arrest.) During the five months preceding Jaschan's capture, there\were at least 25 variants of Netsky and one of the port-scanning network worm\Sasser.""\\""Graham Cluley, senior technology consultant at Sophos, said it was staggeri ...\\ 3 -IBM puts G5 in Linux server The eServer OpenPower 720 is aimed at the entry-level market for 64-bit Linux-based servers and runs various configurations of what IBM calls the Power5 at 1.5 and 1.65GHz. 3 -US mounts fresh attack on Taliban The US-led militarycoalition in Afghanistan has beguna big offensive against militants loyal to the ousted Taliban regime in an attempt to quash any attempt to disrupt parliamentary elections next spring. 0 -Iraq cleric 'to end Najaf revolt' Shia cleric Moqtada Sadr reportedly agrees to end an uprising in the holy Iraqi city of Najaf. 0 -HP shifts focus for HP-UX Hewlett-Packard has dropped plans to beef up its HP-UX operating system with new high availability and clustering technology it obtained in its 2002 acquisition of Compaq. The company will instead shift its development focus to new areas, as it attempts to convince customers that there is still life in its venerable Unix operating system. 3 -Why 2004 was the year of the blog A US dictionary publisher declares ""blog"" as one of the words of the year. 0 -Sparkle starts shipping GeForce 6600 GT AGP <a href=""http://www.hardwareanalysis.com/content/article/1755/"">GeForce 6600GT AGP, as good as it gets?</a> <font size=-1 color=#6f6f6f><nobr>Hardware Analysis</nobr> 3 -Casino owners team up in Macao MACAO Publishing amp; Broadcasting said Tuesday that it had bought a stake in Stanley Ho #39;s latest gambling project in Macao as Asia #39;s two leading casino operators team up to expand in the region. 2 -Peru Launches Offensive to Retake Siege Town LIMA, Peru (Reuters) - Peruvian authorities on Monday launched an offensive to retake a police station and end a three-day siege by former soldiers in a southern Andean town. 0 -Drugstore Offers New Wave of Disposable Cameras NEW YORK (Reuters) - Pharmacy chain CVS Corp. on Thursday said it would offer the world's first disposable digital camera with a bright color viewing screen that allows consumers to instantly preview pictures. 3 -Owen fitness holds the key Michael Owen will have one last chance to prove his fitness - and possibly determine which formation England will employ against Wales on Saturday. 1 -Toys Will Be Toys Trust me, you don #39;t want to see desperate parents shopping over the holidays. I was at Circuit City (NYSE: CC) last week and saw a mother pleading with a sales clerk for a Nintendo DS portable video game system. 3 -UN organizes open-source software day across Asia The United Nations, through its International Open Source Network (IOSN) will organize the first annual Software Freedom Day on Saturday in an effort to educate Asian users about the benefits of Free and Open Source Software (FOSS) and encourage its wider use in the region. 3 -IBM plans Web meeting service, takes aim at WebEx IBM's new Lotus Web Conferencing Service, expected to be offered next month, requires that users simply register an account and have an Internet connection, a Web browser and a phone. 3 -Broadband Providers Monitor Philly's Plans To Offer Citywide Wi-Fi (Investor's Business Daily) Investor's Business Daily - With Philadelphia's recent proposal to install a citywide broadband wireless network, will there be brotherly love between the city and its broadband service providers? 3 -Citrix buying VPN company Net6 for \$50 million BOSTON - Citrix Systems is buying Net6, a privately-held maker of SSL (Secure Socket Layer) VPN (Virtual Private Network) technology, for \$50 million cash, Citrix said Tuesday. 3 -Chirac Sees Opportunity in China's Economic Surge BEIJING (Reuters) - French President Jacques Chirac declared Saturday that France was a natural trade partner to China and, amid a flurry of air, rail and energy deals, played down any threat from one the world's fastest growing economies. 0 -China trade volume to reach \$1.1trillion in 2004 China #39;s total trade volume will reach 1.1 trillion US dollars in 2004 -- up 30 percent over 2003 --with a trade surplus of about 10 billion US dollars, said Assistant Minister of Commerce Yi Xiaozhun. 2 -French Take Gold, Bronze in Single Kayak ATHENS, Greece - Winning on whitewater runs in the family for Frenchman Benoit Peschier, though an Olympic gold is something new. Peschier paddled his one-man kayak aggressively but penalty free in both his semifinal and final runs on the manmade Olympic ... 1 -Arafat to seek treatment in France RAMALLAH, WEST BANK - Yasser Arafat is about to leave his compound in the West Bank for the first time in two and a half years. Two helicopters from Jordan were expected to arrive in Ramallah late Thursday 0 -Colgate to Cut 4,400 Jobs, Shut Plants NEW YORK (Reuters) - Colgate-Palmolive Co. <A HREF=""http://www.investor.reuters.com/FullQuote.aspx?ticker=CL.N target=/stocks/quickinfo/fullquote"">CL.N</A> will cut about 4,400 jobs, or 12 percent of its work force, and close nearly a third of its factories under a restructuring, the consumer products company said on Tuesday. 2 -India must recognize international realities: PM Prime Minister Manmohan Singh has responded to the Left #39;s criticism of his congratulatory call to US President George W. Bush by saying India must recognise international realities. 0 -Conference fumbles top status ATLANTA - Tommy Tuberville isn #39;t much into computers and formulas to determine who should play for college football #39;s national championship. 1 -Tennis: Roddick and Williams ousted ATHENS Shell-shocked Americans Andy Roddick and Venus Williams joined already-beaten men #39;s top seed Roger Federer in the favourites #39;exodus from the Olympic tennis tournament on Wednesday. 1 -Atlanta police arrest Braves player on DUI charge ATLANTA - An Atlanta Braves player is in the Atlanta Jail today after being arrested on a charge of driving under the influence. Members of the DUI Task Force arrested shortstop Rafael Furcal about 4:20 am 1 -Nasa to resume shuttle missions The American space agency Nasa says the first space shuttle mission since the Columbia disaster of 2003 is to be launched next May or early June. 3 -Jury Can Hear of Kobe Accuser's Sex Life (AP) AP - Prosecutors suffered another setback Monday in the Kobe Bryant sexual assault case, losing a last-ditch attempt to keep the NBA star's lawyers from telling jurors about the alleged victim's sex life. 1 -Bad Day for Drug Companies - and Patients LONDON (Reuters) - Investors in pharmaceuticals were dealt a triple whammy on Friday as Pfizer Inc, AstraZeneca Plc and Eli Lilly and Co all shocked the market with bad news about key products. 2 -Marathoning mice could have Olympian effects on obesity A molecular switch known to regulate fat metabolism appears to prevent obesity and turns laboratory mice into marathon runners, a Salk Institute study has found. 3 -CRICKET: Kaspa has selectors in a bind MICHAEL Kasprowicz has put national selectors into a difficult situation with a five-wicket burst that has enhanced Australia #39;s hopes of snatching a maiden Champions Trophy in London this month. 1 -Crazy fan disrupts Weir #39;s round IN AN unpleasant repeat of the Athens Games marathon fiasco, Mike Weir was grabbed by a fan as he walked to the 11th tee during the final round of the Canadian Open on Sunday. 1 -Kremlin rules out public inquiry on Beslan LONDON President Vladimir Putin of Russia has ruled out a public inquiry into the Beslan school siege and snarled at those who think he should do business with Chechen militants, two British newspapers said Tuesday. 0 -Human Gene Total Falls Below 25,000 A new report from the international consortium of laboratories that decoded the human genome has revised the estimated number of human genes sharply downward. 3 -Gold Indian Coin Expected to Fetch #36;27,000 (Reuters) Reuters - An Indian gold coin which is nearly\1,900 years old and shows one of the earliest depictions of\Buddha is to be sold at auction where it is expected to fetch\up to 15,000 pounds ( #36;27,000). 3 -DATA VIEW: HK Exports Slow In July, But Momentum Intact HONG KONG (Dow Jones)--Hong Kong #39;s export expansion slowed a touch in July, as expected, but still continued at double-digit rates thanks to high trade volume with mainland China. 2 -\$78,000 for a Cane That Helped a Legend Walk the Line Many of Johnny Cash's possessions were sold at Sotheby's, collecting \$3,984,260 for the Cash family, more than double the pre-auction estimate. 0 -UK cannot hold suspects indefinitely (OfficialWire) -- 12/16/04 -- Britain #39;s highest court ruled Thursday against holding terror suspects without trial, saying the government cannot detain terror suspects indefinitely without trial. 0 -Game on as Sony puts 100 tag on PSP system SONY is going head-to-head with Nintendo in the battle for the handheld games console market. The company will price its long-awaited PlayStation Portable (PSP) at about 100 for its launch in Japan, when 3 -Japanese Utility Plans IPO in October (AP) AP - Electric Power Development Co., a former state-run utility, said Friday it is planning an initial public offering on the Tokyo Stock Exchange in October, a deal that could be the country's biggest new stock listing in six years. 0 -China admits it #39;s worried over stalled N.Korean nuclear talks China admitted Tuesday it was worried about the apparent stalling of six-party talks about North Korea #39;s nuclear weapons program and blamed the lack of trust between Pyongyang and Washington. 0 -Avaya to buy German IP telephony vendor U.S. telecommunications equipment maker Avaya Inc. increased its presence in Europe to the tune of about \$635 million on Tuesday, agreeing to acquire German enterprise communications vendor Tenovis GmbH Co. KG. 3 -Indian-Americans hail Manmohan speech New York, Sep 27 (UNI) Members of the Indian-American community who attended a public meeting addressed by Prime Minister Manmohan Singh welcomed his speech and expressed confidence that India would soon be a developed economy. 0 -Keeping Mad Cow Out of Cosmetics Since mad cow disease turned up in the United States late last year, traced to a cow imported from Canada, federal regulators have issued rules to prevent the spread of the fatal disease, focusing on limiting beef imports, testing and other measures to protect the domestic herd. 2 -Sudanese rebels, AU meet Darfur #39;s rebel leaders held preliminary talks with African Union mediators in Abuja on Friday ahead of the latest round of peace negotiations on the crisis in the western Sudanese region. 0 -World Trade Organization holds off on sanctions over US anti <b>...</b> The World Trade Organization held off Wednesday on approving stiff sanctions on US exports - ranging from cod to mobile homes - intended to punish Washington until it repeals the so-called Byrd amendment. 2 -Musharraf Hopeful For Kashmir Solution ISLAMABAD, Pakistan : Nov 10 (SADA) - President General Pervez Musharraf Tuesday hoped that debate on options he spelt out recently on Kashmir issue would take Pakistan and India closer to find out the settlement of decades-old dispute. 0 -Major teams bounce back in World Cup soccer qualifiers LONDON: After a mixed bag of results in the weekend #39;s soccer qualifiers, Europe #39;s major countries asserted their authority this morning with France, England and Italy all winning away. 1 -Freddie #39;s goal rage FED-UP Freddie Ljungberg says Arsenal must stop letting in stupid goals or face another season of Euro heartache. The disappointed Swede reckons the Gunners have already wasted a golden opportunity 1 -Washington Baseball Fans Await Word on Expos (Reuters) Reuters - Baseball fans in the nation's\capital were anxiously awaiting formal word on Wednesday that\the financially beleaguered Montreal Expos would relocate to\the city for the 2005 season. 1 -Schwarzenegger Signs 'Foie Gras' Bill (AP) AP - California will end the force feeding of ducks, geese and other birds to produce the gourmet liver product foie gras by 2012 under legislation signed Wednesday by Gov. Arnold Schwarzengger. 3 -Microsoft and Dell Get Air Force Pact Microsoft Corp. on Friday said that together with Dell Inc. it will provide the Air Force with software and related support services to simplify the acquisition process in an agreement worth up to \$500 million over six years. 3 -Football: Brazil legend's UK debut Brazil football great Socrates is set to make his debut for non-league Garforth Town on Saturday. 0 -U.S.-Australia Swimming Rivalry Set to Heat Up INDIANAPOLIS (Reuters) - The rivalry between the U.S. and Australia is set to heat up at the short course world championships with most of the five finals later Sunday featuring head-to-head clashes by the two swimming powerhouses. 1 - #39;Grateful #39; Kabul hostages look forward to returning to work Three UN election workers who were freed yesterday nearly a month after being abducted in Afghanistan have spoken of their gratitude to the Afghan people for supporting them during their plight. 0 -IT companies put to the loyalty test Cisco, IBM, Microsoft and SAP have the most loyal customers in IT, according to a report released today. The fact that they are some of the biggest, most successful IT vendors in 3 -Intuit gets deeper into IT, revamps Quicken The software maker adds a network management application. It also updates its Quicken personal-finance software. 3 -Swap Your PC, or Your President The producer of ads featuring PC users who switched to Macs is applying the same tactic to political commercials. This time, he'll focus on former backers of President Bush, recruited online, who've changed their political allegiance. By Louise Witt. 3 -Big merger could box Qwest in Qwest Communications may not be immediately affected by a Sprint-Nextel merger, but its options could become more limited. At one time, Qwest and Sprint were viewed as possible merger partners. 2 -League of Development Major League Soccer plans to start a new league to develop young players, part of its 10-year sponsorship deal with Adidas. 1 -Low-Cost Airline Enters Bankruptcy Blaming excess capacity, extremely high fuel prices, which and descending fares, ATA Holdings Corp., parent of discount airline carrier ATA Airlines, said it has filed for bankruptcy. 2 -It takes 6 Gators to match Bowden There is no shortage of ways to measure Bobby Bowden #39;s stellar career as Florida State #39;s football coach. There are the 277 of his Division IA leading 350 wins here, which is 1 -Microsoft Makes Another Antitrust Deal Software giant settles with Novell and the CCIA, ending years of legal wrangling. 3 -Fujitsu to announce Nocona-based servers Fujitsu Computer Systems Corp. on Wednesday plans to unveil upgrades to the company's Primergy tower and rack-mounted servers that will use the 64-bit capable version of the Xeon processor, code-named Nocona. 3 -Apple iTunes Store Cost Varies Apple Computer (NASDAQ: AAPL) recently launched its Apple iTunes Store in Canada. But is a website really a store when all the company appears to be doing is charging different rates in each country? 3 -Nikkei Hits 2-Week Closing Low TOKYO (Reuters) - The Nikkei average fell for a third straight session to hit a two-week closing low on Friday as renewed earnings concerns prompted selling in Tokyo Electron Ltd., Sony Corp. and other high-tech stocks. 2 -Bidding is hot for hotel eyed for condos The Doubletree Guest Suites Hotel in Allston is for sale, and its great views of the Charles River may soon be owned instead of rented nightly. 2 -Stocks in a rut According to the FTSE World Index Japan has been best performer of the major markets with a 6 per cent rise in dollar terms while Germany, down 7.7 per cent, was the worst. 2 -Germans Use Nokia Phones in Wireless Ticket Trial The world #39;s top mobile phone maker Nokia said on Tuesday its phones would be used in a project to test wireless public transport fares in Hanau, near Frankfurt in Germany, beginning early next year. 3 -Brighter Previews for Your Pictures Epson's Photo Fine technology promises vivid, crisp colors on digital camera LCDs. 3 -IBM #39;to sell PC business #39; IBM is reportedly in talks to sell its personal computer business. It would mark the end of an era for the company that brought the computer into the mainstream when it began selling its desktop PC to corporations and consumers in 1981. 2 -Oil Retreats on Signs Economy Hurting NEW YORK (Reuters) - Oil prices retreated sharply after setting record highs above \$55 a barrel on Monday as dealers took profits on signs that energy costs are hurting economic growth. 2 -Militants in Iraq Kill UK Hostage, Video Shows BAGHDAD (Reuters) - Militants in Iraq beheaded British hostage Kenneth Bigley, three weeks after kidnapping him to press a demand for the release of women held by U.S.-led forces, a video seen by Reuters showed on Friday. 0 -GAME NOTES: The 24th-ranked Memphis Tigers and the fifth-ranked <b>...</b> Orange are set to square off in the title game of the Coaches vs. Cancer. Classic. The Orange posted an impressive 71-58 victory over 12th-ranked. 1 -Florida deaths blamed on Hurricane Frances State and local officials Tuesday said nine people have died in Florida because of Hurricane Frances. The following describes those deaths: - A 15-year-old grandson and a former son 1 -Kansas Gets Chance For Revenge Against Nevada The Jayhawks were <b>...</b> The second-ranked Jayhawks can redeem themselves for one of their most frustrating losses last season Monday when they welcome the Wolf Pack to Allen Fieldhouse. 1 -IBM protects passwords with PC chip New PCs will ship with a chip designed to thwart hackers--a hardware approach that's said to be safer than software. 3 -Boeing trying to keep up Aircraftmaker seeks buyers for new <b>...</b> Seattle -- The assembly line at Boeing Co. #39;s cavernous Everett plant near here is designed to keep moving continuously, if almost imperceptibly, as workers scramble over the silvery bodies of skeletal Boeing 777s, applying finishing touches. 2 -Kerry Vows to Tell Truth as President (Reuters) Reuters - Democrat John Kerry on Friday\dismissed the Republican convention as ""bitter and insulting""\and promised to be a U.S. president who would tell Americans\the truth. 0 -Study: Return of Wolves Changes Ecosystem (AP) AP - Scientists studying the broader effects of wolf reintroduction said a growing body of evidence suggests that killing off predators such as wolves and grizzly bears in the last century started a cascade of effects that threw ecosystems out of balance. 3 -Dubois helps Maine top Dartmouth David Dubois scored a game-high 17 points as Maine held on for a 58-52 men's basketball victory over Dartmouth last night at Hanover, N.H. 1 -Iran pledges to halt nuclear work The head of Iran #39;s nuclear energy organisation said work would stop at two nuclear facilities in the central cities of Isfahan and Natanz. 0 -Ford underlines committed to motorsport. Despite confirming the successful sale of both Jaguar Racing and its Cosworth engine company to new owners, Ford Motor Company has stressed that it remains committed to supporting motorsport at all levels. 1 -Federer relieved to return Roger Federer still appears unbeatable after he showed no signs of a torn thigh muscle to defeat Argentina #39;s Gaston Gaudio 6-1, 7-6 in the opening match of the ATP Masters Cup in Houston. 1 -Wenger Spares Red-Faced Lehmann Arsenal keeper Jens Lehmann was left red-faced in Athens as two costly mistakes ensured that a Champions League victory slipped through his sides fingers again. 1 -Earnhardt: Take money, not points Dale Earnhardt Jr. wants NASCAR to change its punishment for swearing on television and radio broadcasts before another driver commits a similar slip of the tongue. 1 -2 Troops Said Killed by Turkey Land Mine (AP) AP - Two Turkish soldiers were killed when their vehicle hit a land mine in southeastern Turkey, and a small oil pipeline was damaged by a bomb in two attacks Sunday blamed on Kurdish rebels, the Anatolia news agency reported. 0 -World Cup triumph means more money England #39;s first Rugby World Cup triumph a year ago generated profits of 13.5 million pounds (\$29.8 million Cdn) despite the loss of revenue from a lack of home games. 1 -Villeneuve and Sauber With Jacques Villeneuve testing for Renault today at Silverstone there has been the perhaps inevitable speculation that this could change things for next season when Giancarlo Fisichella is due to join Fernando Alonso at Renault F1. 1 -Mosley Unable to Escape Winkys Jab Las Vegas, NV: You have to give credit to Sugar Shane Mosley. For the second time in his career, the former world champion valiantly tried to reverse a thorough beating by jumping headfirst into an immediate rematch. 1 -Sales boost for House of Fraser Shares in UK department store group House of Fraser have risen after the firm said it had cut half-year losses and was seeing solid sales growth. 2 -Madrid Bomb Victims Criticize 'Schoolyard Politics' MADRID (Reuters) - Victims of the Madrid train bombings issued a stinging rebuke to politicians for seeking to gain from the tragedy that killed 191 people, injecting humility into a previously raucous parliamentary investigation. 0 -Philippines mourns dead in Russian school siege The Philippines Saturday expressed quot;deepest sympathy quot; to the families of the dead in the Russian school siege on Friday, in which 322 people were killed when Russian troops stormed 3 -Jug half full: Gophers hope to hit ground running at Michigan If Minnesota wants to walk out of Michigan Stadium with the Little Brown Jug for the first time since 1986, it had better hope its offense is its old self and its defense isnt. 1 -North Korea Says the Tyrant is Bush, not Kim North Korea says it sees no reason to join a working-level meeting with the United States to prepare for further six-party talks on the communist state #39;s nuclear weapons development. 0 -DATA VIEW: Singapore Aug Indus Output Below Expectations SINGAPORE (Dow Jones)--Singapore #39;s industrial output rose a smaller-than-expected 5.3 on year in August, as the production of pharmaceuticals fell sharply from a high base a year ago. 2 -Dave Hyde column, October 25, 2004 In somber tones and professional adjectives, the president, the athletic director and the no-longer-the-football-coach took turns announcing a University of Florida firing Monday that was surprising only for coming sooner rather than later. 1 -N.Korea called worst for press freedom Media watchdog Reporters Without Borders has labeled North Korea and Cuba the worst countries in terms of press freedom, with Denmark being the best. 0 - #39;Blog #39; Tops Online Dictionary List short for quot;Weblog quot; -- was the most-frequently requested definition at Merriam-Webster #39;s online dictionary site, the publisher says. 3 -Is Google the Next Netscape? Is Google the Next Netscape?\\To draw a parallel between Netscape #038; Google in their fight against Microsoft, it is necessary to examine the various similarities between the two situations and see if the tactics that worked then will work now. \ 3 -IBM #39;s New eServer Supports AMD Dual-Core IBM (Quote, Chart) is looking to get a leg up on the competition with the October 15 launch of eServer 326, a rack-mounted server that supports AMD #39;s (Quote, Chart) upcoming dual-core 64-bit processor. 3 -Calif. Official Backs Anthem-WellPoint LOS ANGELES/PHILADELPHIA (Reuters) - California's insurance commissioner on Tuesday ended his opposition to Anthem Inc.'s <A HREF=""http://www.investor.reuters.com/FullQuote.aspx?ticker=ATH.N target=/stocks/quickinfo/fullquote"">ATH.N</A> proposed \$16.5 billion acquisition of WellPoint Health Networks Inc. <A HREF=""http://www.investor.reuters.com/FullQuote.aspx?ticker=WLP.N target=/stocks/quickinfo/fullquote"">WLP.N</A> after Anthem agreed to hike its funding of state health projects. 2 -Opportunity Rover Stumbles Upon Rocky, Maybe Watery, Find (SPACE.com) SPACE.com - Almost by accident, NASA's Mars rover Opportunity has found a rock that may point to a second water event in the red planet's past. 3 -Pakistan #39;s top wanted terrorist killed Pakistani security forces Sunday killed the country #39;s most wanted terrorist allegedly involved in an assassination attempt on President Pervez Musharrafand indicted in the murder of a US journalist. 0 -It #39;s got to be Cole on the left Football365 #39;s top pundit looks ahead to England #39;s international double-header and calls for Joe Cole to be given the nod on the left... Of the three left-sided options available to Sven-Goran Eriksson on Saturday, I would personally go for Joe Cole. 1 -Singh rules world that is yet to embrace him On Monday, the newly crowned No. 1 walked into a room to face the world #39;s golfing media, having just shot down Tiger Woods in the final round of the Deutsche Bank Championship near Boston. 1 -Now It #39;s Official: Economy Shrunk The US economy slowed more sharply in the second quarter than first thought as oil prices rose and the trade gap swelled, the government said on Friday in a report that confirmed momentum faltered in the spring. 2 -Unrest Spreads To Southern Iraq (CBS/AP) As US forces continued to bombard the restive city of Fallujah and clashed with militants in the streets of Baghdad, there was unrest in the normally quiet British-patrolled city of Basra. 0 -Nokia Shrinks 'Brick' Handset to Tap New Markets (Reuters) Reuters - Nokia, the world's biggest handset\maker, unveiled on Wednesday a miniature version of its\equivalent of the Swiss Army knife it hopes will lure women and\less-techie business people. 3 -Canadian Driving Champion Jacques Villeneuve to Join Swiss Team Former world driving champion Jacques Villeneuve of Canada has signed a deal to drive for the Swiss-based Sauber Petronas Formula One team next season. 1 -Mars gases reveal enticing clues for life Water vapour and methane gas have been found in the same places on Mars, strengthening speculation that the Red Planet could be a haven for microbial life, space scientists say. 3 -Applebee #39;s predicts earnings, units rise Company sees doubling of units to at least 3,000; predicts 17 earnings rise over next 3 to 5 years. LOS ANGELES (Reuters) - Restaurant chain Applebee #39;s International Inc. 2 -Mobile phone sales to beat fixed lines in 2004: report (AFP) AFP - Mobile phones are expected to generate more money this year than traditional fixed-line services for the first time due to surging demand in developing countries such as China, India and Russia, an annual industry report said. 3 -Iran leader reasserts arms views NEW YORK Iran #39;s foreign minister has said that his country will never give up its right to develop nuclear technology for peaceful use, though he denied any intent to produce nuclear weapons. 0 -Earthquake Rocks Indonesia's Bali, One Dead BALI, Indonesia (Reuters) - A powerful earthquake rocked Indonesia's premier tourist island of Bali Wednesday, killing one person, injuring at least two and triggering some panic, officials said. 0 -Final edition for a respected Asian newsweekly HONG KONG The Far Eastern Economic Review, an often incisive newsweekly for more than half a century, will become a monthly opinion magazine in December, and virtually all of its employees will lose their jobs, Dow Jones announced on Thursday. 2 -Apache Balks At Microsoft #39;s Licensing Demands For Anti-Spam <b>...</b> com. The Apache Software Foundation, developers of the popular open-source Apache web server, said on Thursday that it wouldn #39;t support the proposed anti-spam standard Sender ID, because the licensing terms set by Microsoft Corp. 3 -MDs: Vioxx not the only drug to help arthritis The withdrawal of Vioxx may take a bite out of Merck amp; Co. #39;s revenues, but it isn #39;ta setback for arthritis patients, doctors said Friday, because dozens of other drugs offer the same symptom relief. 2 -UK to assess Iraq troop move A reconnaissance team is to visit the area around Baghdad where UK forces could be sent to provide US back-up. 0 -Olympics: High-Flying Holm Aims to Defy Science (Reuters) Reuters - Sweden's gold medal-winning high\jumper Stefan Holm reckons he can leap even higher but\scientists say he and other athletes were already close to the\limit of what they can achieve. 3 -WTO approves sanctions against US The European Union, Japan and others will be able to impose heavy sanctions against US firms dumping goods from early next year. 2 -Report: EADS Could Link With Thales The French government is considering a linkup of European Aeronautic Defence amp; Space Co. with Thales SA to create an aerospace giant, the financial daily Les Echos reported Friday. 2 -Oswalt wins 19th as Astros keep up the pace Roy Oswalt became the NL #39;s first 19-game winner, and the Houston Astros stayed close in the wild-card race with a 10-3 victory over the St. 1 -Chargers Postgame Show Denver was poised to take the late lead when cornerback Drayton Florence knocked away an end zone pass headed for Rod Smith. The pass ricocheted to safety Jerry Wilson for an interception. 1 -Martin announces major overhaul of key staff in Prime Minister's Office (Canadian Press) Canadian Press - OTTAWA (CP) - Paul Martin announced a major overhaul of his senior staff Wednesday, with several close confidants and one ex-cabinet minister handed major roles in the Prime Minister's Office in a post-election shakeup. 0 -Moscow Rail Station Evacuated on Bomb Threat, Interfax Says Moscow police are conducting a partial evacuation at the Kursk railway station in central Moscow as they search for explosives after receiving an anonymous phone call from a man threatening 0 -Analysis: PeopleSoft users speak out about Oracle takeover (InfoWorld) InfoWorld - The great debate over the impact of Oracle's hostile takeover of PeopleSoft has all the big industry analyst organizations weighing in. However, in most of the analysis one group's opinion seems to have been overlooked: that of PeopleSoft users. 3 -US Forces Move Deeper Into Fallujah; Clashes in Mosul US and Iraqi forces are pushing deeper south into the city of Fallujah on the fifth day of a joint offensive to drive out insurgents. 0 -Static over RFID A key patent holder wants royalties. If that starts a trend, adoption of radio frequency identification technology could suffer. 3 -Subsidy ruling a sweet victory for sugar producers The Federal Government has hailed a World Trade Organisation ruling that European subsidies for sugar producers are in breach of international trade rules. 2 -Photos Plus Music Equals an Expensive iPod (washingtonpost.com) washingtonpost.com - First Apple put some color on the iPod, when it offered the iPod mini in a palette of pastel hues, and now it has put some color inside it, in the form of the new iPod Photo. 3 -Australian man killed by shark on Great Barrier Reef (Canadian Press) Canadian Press - CAIRNS, Australia (AP) - A 38-year-old Australian man bled to death Saturday after he was rescued from the jaws of a shark while spearfishing on the Great Barrier Reef, authorities said. 0 -IBM launches top-end Power5 servers IBM has expanded the top end of its eServer range with three multiple-processor systems aimed at datacentres and large enterprise clients. 3 -Dollar drops to new overnight low The dollar hits yet another record low against the euro, causing concerns about the German and wider eurozone economies. 2 -Warren tones down his bark #39; #39;The views of the host do not necessarily reflect the views of the station or its sponsors. #39; #39;. The Browns were not thrilled when Warren said he would gladly pay a \$50,000 fine to rub out Roethlisberger, who 1 -Pfizer: Celebrex Safe After News Report NEW YORK/OTTAWA (Reuters) - Pfizer Inc. <A HREF=""http://www.investor.reuters.com/FullQuote.aspx?ticker=PFE.N target=/stocks/quickinfo/fullquote"">PFE.N</A> said on Thursday its arthritis drug Celebrex was safe after a report in a Canadian newspaper linked it to 14 deaths, 2 -Disappearance of baby Azaria to remain Australia's greatest mystery (AFP) AFP - The disappearance of baby Azaria Chamberlain 24 years ago is expected to remain one of Australia's most celebrated mysteries after the coroner's office ruled here that there was no new evidence to justify reopening the case. 0 -NOBEL LAUREATE TO CONVEY CHEN #39;S GOODWILL TO BEIJING LEADER AT APEC Taipei, Nov. 12 (CNA) Academia Sinica President Lee Yuan-tseh said Friday he will convey President Chen Shui-bian #39;s goodwill to mainland Chinese President Hu Jintao at the upcoming informal leadership meeting 0 -Germany, France support Turkish invitation to EU membership talks (AFP) AFP - Germany and France both support inviting to European Union membership talks at a summit in December in Brussels, Chancellor Gerhard Schroeder said. 0 -Pa. Golfer Cleared of Not Yelling 'Fore' (AP) AP - A golfer plunked in the face by an errant ball was unable to convince a jury that the man who hit him was negligent for failing to yell ""Fore!"" 1 -Last Gasp of a Dying Star? Spacecraft to Find Out A new spacecraft is being readied to make the fastest, most detailed study yet of the fleeting gamma ray bursts emanating from deep in space. 3 -US stocks up on durable goods news; chips down US stocks got a mild boost on Friday as government data showed better-than-expected demand in August for durable goods other than transportation equipment, but climbing oil prices limited gains. 2 -Harry Flies Home after #39;Kidnap Plot #39; Claims Prince Harry flew back to the UK from Argentina today amid reports of a plot to kidnap him. Local media said that gunshots had been heard at a polo ranch where he was working. 0 -EU Move on Cyprus Eases Way for Turkey Deal BRUSSELS (Reuters) - The European Union and Turkey inched toward a historic agreement on starting membership talks on Friday as EU leaders softened their demands on the crucial sticking point of Cyprus. 0 -American Crocker Sets Short Course World Record INDIANAPOLIS (Reuters) - Ian Crocker of the United States set a short course world record of 22.71 seconds in the 50 meters butterfly at the world championships on Sunday. 1 -BenQ Readies IPod Rival Hard-drive based digital audio player will be available by the end of the year. 3 -Ackermann refocuses Deutsche FRANKFURT Joseph Ackermann, the Deutsche Bank chief executive, announced a much-anticipated personnel shake-up Tuesday aimed at solidifying leadership in its profitable investment banking business and restoring confidence in its commitment to Germany, the 2 -Up, down and away: NASA #39;s #39;Weightless Wonder #39; makes final flight HOUSTON -- The NASA turbojet notoriously known as the quot;vomit comet quot; for its use in training astronauts for weightlessness made its final flight Friday. 3 -Oil Eases Again as Fuel Costs Hit Economy (Reuters) Reuters - Oil prices ended lower on Tuesday on\signs that high energy costs are slowing the economic growth\that has fueled this year's sharp increase in world oil\consumption. 2 -Understanding Google AdWords Understanding Google AdWords\\Unlike many search engines Google, to its credit, clearly denotes search listings that are paid placement. In fact, Google AdWords appear in a separate section down the left side of the screen.\\Google AdWords provide an inexpensive advertising venue for businesses to advertise products or services to a targeted ... 3 -High court hears dispute over Michigan interstate wine sales The Supreme Court is considering whether Michigan and other states may bar people from buying wine directly from out-of-state suppliers, a big-money question that could lead to sweeping changes in how alcoholic beverages are regulated 2 -Dollar Steady Ahead of Jobs Report LONDON (Reuters) - The dollar held firm above this week's record low against the euro on Friday, with dealers reluctant to take positions ahead of key U.S. jobs figures. 2 -Oklahoma State #39;s seniors rope victory Syracuse coach Jim Boeheim, while watching tape of Oklahoma State in preparation for their encounter at the Jimmy V Classic, said to himself, quot;we might not even be able to play with this team. 1 - #39;Halo 2 #39; has game fans ATLANTA - For many video game addicts, the buzz on the sequel to quot;Halo quot; is louder than a machine gun rat-a-tatting in their ears. 3 -Far from fun and Games for Jones ATHENS, Greece -- So other than your anemic, fifth-place finish in the long jump and the missed baton pass in the 400-meter relay for a big fat quot;Did Not Finish, #39; #39; how did your day go, Marion Jones? 1 -Singapore govt extends third-party war risk insurance SINGAPORE : The government is extending third-party war risk insurance cover to the Civil Aviation Authority of Singapore and SATS Security Services, a unit of the Singapore Airlines group. 2 -'Cities in crisis' leaders warn World leaders warn that rapid urbanisation will become one of the biggest challenges of the 21st Century. 3 -Exeter uni cans chemistry department In a move that has been dubbed as #39;disastrous #39; by the Royal Society of Chemistry, Exeter University is to drop the teaching of chemistry as a subject. 3 -Bill Gates Gets 4 Million E-Mails a Day Bill Gates might not use AOL, but he's definitely got mail. The Microsoft Corp. chairman receives millions of Internet messages a day, said Steve Ballmer, the company's chief executive. ""Bill literally receives 4 million pieces of e-mail per day, most of it spam,"" Ballmer said Thursday. 3 -Yankees stay in tune Unbeaten Orlando Hernandez pitched seven innings of five-hit ball to win his eighth straight decision, and the New York Yankees beat Sidney Ponson and the Orioles, 5-2, yesterday in Baltimore. 1 -Sprint, SBC Announce Wi-Fi Roaming Pact Customers of Sprint Corp. and SBC Communications Inc. will be able to use both companies' wireless Internet connections with less hassle under a reciprocal deal announced Friday. 3 -China Wins Paralympics China dominated the medals race at the Paralympic Games that ended Tuesday, and Chinese officials expect a similar performance when Beijing hosts the games in four years 1 -Briefly: RealNetworks signs up Red Flag Linux roundup Plus: Microsoft ships Virtual PC 7...SGI warns of lower revenue, deeper loss...SAP taps search technology. 3 -'Cure' a 4-Letter Word for Cancer Doctors At a time when more people are cured of cancer than ever before, fewer doctors seem willing to say so. They call the cancer undetectable, or in remission. They tell patients they can quit seeing cancer specialists. They quote statistics and say chances are slim that the disease will come back. 3 -UK to take tougher line on ultrawideband Report for British regulator calls for wireless technology to be more strictly controlled than in United States. 3 -FTC Endorses Bounty for Spammers The US Federal Trade Commission has given its endorsement to a plan that would reward insiders for information leading to the arrest and conviction of people or companies that produce spam. 3 -IBM, LG Electronics to End Joint Venture International Business Machines Corp. and LG Electronics Inc. will end an eight-year alliance that helped expand the US computer maker #39;s presence in the booming South Korean PC market. 2 -Tiny telescope detects a giant planet A tiny telescope has spotted a giant planet circling a faraway star, using a technique that could open a new phase of planetary discovery, scientists say. 3 -Andreas Herzog Retires From Pro Soccer (AP) AP - Los Angeles Galaxy midfielder Andreas Herzog, who played for Austria in the 1990 and 1998 World Cups, retired from professional soccer Wednesday. 1 -Important Rules for Phone Market Face F.C.C. Vote Next week, the FCC will likely change the rules on unbundled networks largely in ways favorable to the Regional bells. 2 -Steelers Downgrade Staley From Probable (AP) AP - Pittsburgh Steelers running back Duce Staley was downgraded Saturday from probable to questionable for Sunday's game against the Philadelphia Eagles. 1 -Top exec shares business lessons Jeff Raikes was working at Apple Computer in the early 1980s when a guy named Steve Ballmer called and asked him to interview for a product-management job at a small software outfit in the Seattle area. 3 -Invasion of the Data Snatchers (washingtonpost.com) washingtonpost.com - Think your PC is safe? Think again. A new study indicates your home computer is likely bogged down with spyware, viruses and other scourges wrought by hackers and PC pranksters. Ignorance may be bliss for some people, but for computer users, not knowing can be costly and inefficient. 3 -Hague Court Imposes Defense Counsel on Milosevic THE HAGUE (Reuters) - Judges at The Hague tribunal on Thursday imposed a defense counsel on former Yugoslav President Slobodan Milosevic to avoid further delays in his war crimes trial. 0 -Cricket: Dubai global academy The International Cricket Council are to open a global cricket academy designed to improve standards of lesser nations. 0 -Investors weigh effect of oil prices NEW YORK Another rise in oil prices is putting some pressure on stocks, which are mixed. The Dow Jones industrial average is down 12 points at ten-thousand-165. 2 -He's His Own Adu Georgetown Prep defender Fro Adu is proud of brother Freddy, a forward for D.C. United, but wants to step out on his own. 1 -Wounded troops detail fierce fight LANDSTUHL, Germany - Four US servicemen wounded last week in the Iraqi city of Fallujah on Monday described intense fighting with a skilled enemy, adept at markmanship and rigging booby traps. 0 -Update 1: Negotiators Meet at WTO for Farm Talks Negotiators met Friday at the World Trade Organization for formal farm talks, capping a weeklong series of informal discussions on ways to reach a wider-ranging liberalization accord by the end of 2005. 2 -Conte goes on TV and names names As the bassist for the pop-funk band Tower of Power, Victor Conte laid down a song #39;s backbone by playing a predetermined series of notes. 1 -British industry at best in 10 years Manufacturing industry is enjoying its strongest performance for almost 10 years, according to a survey by the Engineering Employers Federation. 2 -IBM Chips May Someday Heal Themselves New technology applies electrical fuses to help identify and repair faults. 3 -NetRatings survey shows broadband users now a majority in US AUGUST 18, 2004 (IDG NEWS SERVICE) - A majority of US home Internet users now have broadband, according to a survey by NetRatings Inc. 3 -Junqueira beats Bourdais to take Lexmark Indy 300 The race for the Champ Car drivers #39; title is going to Mexico City in two weeks. Bruno Junqueira won yesterday #39;s Lexmark Indy 300 ahead of teammate Sebastien Bourdais, stalling Bourdais #39; run to the 2004 championship 1 -No. 5 North Carolina 63, No. 24 Villanova 56 The North Carolina Tar Heels put their lackluster first half behind them. Then they did the same to Villanova. After scoring just 25 points in the first half, the No. 1 -Red Hat replaces CFO Charles Peters Jr. is taking over as the company deals with the aftereffects of restating its earnings for the past three fiscal years. 3 -Soccer: Vller quits Roma after Bologna loss Rudi Vller said Sunday that he had left Roma of the Italian league. He had been manager for less than four weeks. Roma lost 3-1 to Bologna in Serie A on Saturday, even though its opponents played for 40 minutes with just nine men. 1 -Off-day would have been welcomed by Sox After another disappointing road trip - the White Sox were 3-4 on a swing through Detroit and Cleveland - a day off sure would look enticing. 1 -Rugby-Lions accept extra match on 2005 New Zealand tour The British and Irish Lions have accepted an extra match on their tour of New Zealand next year. The Lions will now play the traditionally strong Auckland provincial 1 -Interview: OSDL chief Stuart Cohen - Part 2 In the second of a two-part interview, Open Systems Development Labs chief Stuart Cohen gives his views on Linux security, desktops, the Domino effect towards Linux, and why Microsoft will eventually port to Linux. 3 -Mars mission hailed as top 2004 breakthrough The discovery that Mars could have supported life billions of years ago has been ranked by the editors of international journal Science as the most important scientific achievement of 2004. 3 -A Card to Your Future 401(k) credit card would give millions of American workers the chance to borrow their own money from their retirement savings plans. 2 -Job numbers give candidates room to debate WASHINGTON - Employers stepped up hiring in August, expanding payrolls by 144,000 and lowering the unemployment rate to 5.4 percent. 2 -The king who courted the Khmer Rouge (and survived) The career of King Norodom Sihanouk of Cambodia has been a bewildering trail of political twists and expedient turns. Now the man they call the #39;mercurial monarch #39; has announced his abdication. 0 -AMD et Chartered signent des contrats d #39;approvisionnement et de <b>...</b> SUNNYVALE, Calif. and SINGAPORE--(BUSINESS WIRE)9 Novembre 2004--Chartered adopte la fabrication de prcision automatise d #39;AMD et prvoit de fabriquer des processeurs AMD64 en 2006. 3 -Before the Bell - ESS Technology drops 4.4 pct Shares of ESS Technology (ESST.O: Quote, Profile, Research) , a maker of computer chips for DVD equipment, fell 4.4 percent in premarket trading on Monday after the company lowered its third-quarter revenue and earnings 2 -Business News for Technology Leaders Microsoft Makes Deal with <b>...</b> A quot;landmark agreement quot; between Microsoft and England #39;s Department of Health to renew the agency #39;s license for desktop products could save it an estimated \$608 million. 3 -EU, US Talks On Aircraft Aid Grounded US and EU negotiators traded arguments on Thursday over state aid for aircraft rivals Airbus and Boeing, but wound up no closer on a sensitive issue that has gathered steam in the run up to the US presidential election. 2 -Bill Clinton Helps Launch Search Engine Former president Bill Clinton on Monday helped launch a new Internet search company backed by the Chinese government which says its technology uses artificial intelligence to produce better results than Google Inc. 3 -AOL Upgrades Multimedia Search Site com. America Online Inc. on Wednesday launched new features in its Singingfish search site for audio and video on the Web. AOL, a division of Time Warner Inc. 3 -Court: File-swapping software not liable for copyright violations The makers of two leading file-sharing programs are not legally liable for the songs, movies and other copyright works swapped online by their users, a federal appeals court ruled Thursday in a stinging blow to the entertainment industry. 3 -Karzai's Big Poll Lead Shows Afghan Ethnic Divide (Reuters) Reuters - Hamid Karzai was cruising to victory in\Afghanistan's first direct presidential elections, but by\Wednesday the returns so far have underscored the ethnic fault\lines that have often divided the country. 0 -Soy-Fertility Risk Downplayed (WebMD) Eating a diet rich in soy or taking soy supplements probably won #39;t harm a woman #39;s fertility, according to a new study. 3 -Virgin Mobile growth prospects disappoint Richard Branson #39;s Virgin Mobile has forecast substantially higher earnings and margins, but disappointing predictions for service revenue 2 -Stanford picked to win much-improved Pac-10 Tara VanDerveer stepped to the dais at the Pacific-10 Conference women #39;s basketball media day Tuesday and was asked to make an opening comment. 1 -Ivory Coast facing UN sanctions France is pushing to win passage of a UN resolution that seeks an arms embargo and other penalties against the Ivory Coast. France #39;s UN ambassador, Jean-Marc de la Sabliere, hopes for a vote early this week. 0 -Starting for Cardinals Has Privileges St. Louis is a collection of superstar position players and anonymous pitchers. 1 -U.S. Bishops Reviewing Sex Abuse Policy The nation's Roman Catholic bishops said Friday they will spend the next nine months deciding whether to make any changes in the policy they enacted at the height of the clergy sex abuse crisis that includes permanently barring guilty priests from church work. The review was mandated in the ""Charter for the Protection of Children and Young People,"" the document the bishops adopted at an emotional June 2002 assembly in Dallas... 0 -Jury Orders Medtronic to Pay \$109 Mln to Inventor A jury in federal court in Tennessee has ordered Medtronic Inc. to pay at least \$109 million to an inventor in a dispute over rights to spinal fusion technology. 2 -Ljubicic Downs Hanescu at Open De Moselle Top-seeded Ivan Ljubicic of Croatia beat Victor Hanescu of Romania 6-4, 6-4 Tuesday in the first round of the Open de Moselle. 0 -Yahoo: Internet withdrawal anguishing com September 22, 2004, 12:36 PM PT. This fourth priority #39;s main focus has been improving or obtaining CRM and ERP software for the past year and a half. 3 -Grand Central spiffs up integration service Company enhances online service for moving business information between corporations. 3 -United Pilots Cut Deal on Pensions United Airlines pilots would drop their opposition to the carrier's much-decried plan to eliminate traditional pensions under a tentative contract agreement approved by union leaders. 2 -Lucent milestone: A profit Lucent Technologies yesterday posted higher fiscal fourth- quarter earnings, helping lift the telecommunications equipment maker to its first profitable year since 2000. 2 -IDC: Software sales to hit \$189 billion The market researcher has predicted a 6.2 percent increase in software revenues during 2004. 3 -Intel calls for Internet overhaul The Net needs a new layer of abilities that will deal with imminent problems of capacity, security and reliability, Intel's CTO says. 3 -A great catch? Lobsters How does he like lobster? Boiled, steamed, broiled, baked, grilled? Newburg? Bahar Uttam prefers his with a capital L -- Lobsters -- and sees them frolicking on a tennis court rather than laid out on a plate. In Uttam's mind lurks a tasty dish for the town's sporting crowd, one that could satisfy the five-year hunger of tennis junkies, a ... 1 -Sports Court Hears Hamm Gold Medal Appeal LAUSANNE, Switzerland - Paul Hamm appeared before the sports world's highest court Monday to argue why he should he keep his Olympic gymnastics gold medal. The Court of Arbitration for Sport convened to hear the appeal from a South Korean gymnast who believes he was unfairly deprived of the gold in the men's all-around event in Athens last month because of a scoring error... 0 -Rosetta Mission Sniffing a Comet The European Rosetta mission will sample a comet as it tries to harpoon and hook onto its surface. A specially designed oven will cook the comet in analogy to sniffing for recognizable elements. 3 -Pfizer Sends Out Update On Drug Bextra Pfizer Inc. said Friday that it will provide health-care professionals with additional information about its Bextra arthritis drug and that it will conduct further studies to confirm the drug #39;s long-term cardiovascular safety record. 2 -Water and robots on Mars chosen as tops in 2004 Science It #39;s the discovery by two Mars rovers that the Red Planet once had water and possibly could have supported life. That recognition comes today from the journal Science. 3 -Google Wins Trademark Victory Over GEICO ALEXANDRIA, Va. (Reuters) - A federal judge on Wednesday handed online search engine Google Inc. <A HREF=""http://www.investor.reuters.com/FullQuote.aspx?ticker=GOOG.O target=/stocks/quickinfo/fullquote"">GOOG.O</A> a victory in a trademark infringement case on Wednesday, ruling that when users searched for insurer GEICO, Google could display rivals as well. 2 -US team stumbles Marion Jones, the queen of Sydney who finished those 2000 Olympics with a record five track-and-field medals, ended her next Olympics much differently Friday -- out of medals and in tears. 1 -New Columbia Athletic Director Sounds Off (AP) AP - One day on the job, and Columbia University athletic director M. Dianne Murphy wasted little time saying what she thought of the school's sports performance. 1 -Ballesteros Hoping to Play Full Season Next Year MADRID (Reuters) - Severiano Ballesteros said on Friday he has made such a dramatic recovery from his back problems that he hopes to play a full season next year on both sides of the Atlantic. 1 -Red Hat opens losing propaganda offensive against Sun Opinion Heaven help us all - there #39;s a blog battle being waged between Red Hat #39;s chief cheerleader Michael Tiemann and Sun Microsystems #39; President Jonathan Schwartz. 3 -Service packs, senators and civil liberties <strong>Letters:</strong> The bulging postbag gives up its secrets 3 -New Poll Shows Bush and Kerry in Dead Heat (Reuters) Reuters - President Bush is now in a\statistical dead heat with Democratic challenger Sen. John\Kerry for the Nov. 2 election, in a tightening of the race\after the first debate last week, a poll on Monday showed. 0 -Pioneer replaces plasma TV power supplies Certain Pioneer TVs have a faulty power supply. An upgrade is available. 3 -Capriati unnerves Serena It was just about a year ago that Jennifer Capriati had this very same feeling. There she was, in Arthur Ashe Stadium, the lights glaring, more than 20,000 fans screaming. Only the opponent was different, as Capriati faced Justine Henin-Hardenne, serving for what would become one of the most important matches of her career. But that night, ... 1 -Oracle vs. PeopleSoft: Lies and Lying CEOs Who Tell Them PeopleSoft #39;s board knew that CEO Craig Conway had erred in his comments, so it filed a corrected version of the meeting transcript with the Securities and Exchange Commission. 3 -No deal on dollar as US shrugs off European pressure Europe and Japan failed yesterday to persuade the United States to address the decline in the dollar, despite talks at a fractious meeting of the Group of 20 industrialised and developing nations. 2 -GM Plans to Use Woods More Creatively (AP) AP - General Motors Corp. is thrilled that Tiger Woods will promote Buick for the next five years, but GM chairman Rick Wagoner says the automaker could make better use of the world's best-known golfer. 1 -Generals May Pay a Price for Iraq Abuse WASHINGTON - The Abu Ghraib prisoner abuse scandal could effectively end the careers of four Army generals who are linked indirectly to the misconduct but face no criminal charges. The four are singled out for varying degrees of criticism - mixed with instances of praise - in two comprehensive investigative reports released last week... 0 -Crude Oil Futures Rise Above \$50 on Threat to Nigerian Supply Crude oil futures rose above \$50 a barrel in New York on concern rebel attacks in Nigeria may reduce production while US inventories are near a 29-year low because of disruptions caused by Hurricane Ivan. 2 -Bush 'picks new attorney general' White House legal counsel Alberto Gonzales is the president's choice for attorney general, sources say. 0 -Study: Few Americans Buy Drugs Online Only 4 percent of Americans have ever used the Internet to buy prescription drugs - and even fewer do so through foreign pharmacies - despite Web sites maintained by a handful of states to help citizens import medicines more cheaply from Canada, a new study finds. 3 -Approval Expected for Big Cellphone Deal Federal regulators will formally approve Cingular Wireless #39;s \$41 billion purchase of AT amp;T Wireless today, company officials briefed on the matter said over the weekend. 3 -MLB Not Likely to Punish Steroid Users (AP) AP - For all the fuss over reported admissions of steroid use by Barry Bonds, Jason Giambi and Gary Sheffield, major league baseball probably won't discipline them. 1 -Mount St. Helens Sprouts Magma Extension (AP) AP - The new lava lobe inside Mount St. Helens' crater has sprouted a piston-like protrusion the size of a 30-story building #151; glowing red at night. 3 -MEPS APPROVE REVAMPED COMMISSION Ending three weeks of stalemate, European lawmakers have approved a new executive commission for the European Union. European MPs had refused to accept a new team of commissioners proposed by Commission President Jose Manuel Barroso. 0 -Pacifist Japan boosts #39;self-defence #39; measures After almost 60 years of pacifism, Japan today overhauled its defence policy; easing an arms exports ban and singling out North Korea and China as security threats. 0 -76ers 114, Wizards 107 Marc Jackson scored 12 of his 21 points in the final 31/2 minutes and the Philadelphia 76ers capped their first training camp at Duke University with a 114-107 victory over the Washington Wizards on Tuesday night. 1 -Panama flooding kills nine people At least nine people - seven of them children - have died in flooding in the capital of Panama. The authorities say at least 13 people are still missing after heavy rainfall caused rivers to break their banks. 0 -Web Gaming Changes Social Interactions (AP) AP - Not so long ago, in a galaxy not so far away, Chip Collier was on a mission. ""I really gotta stop bleeding and dying,"" the 24-year old said as he slouched in front of his computer in his ninth-floor Chicago apartment. ""I'm really horrible about not paying attention to my battle fatigue."" 3 -London-Based Bank Wins Bid for Permata A consortium led by Standard Chartered PLC won the bidding for a majority stake in PT Bank Permata, agreeing to pay US\$300 million (euros 244 million) for control of Indonesia #39;s seventh-largest lender, Finance Minister Boediono said Friday. 2 -Toshiba to use perpendicular recording in new HDDs Toshiba is close to commercializing a new data storage technology that could significantly increase the capacity of hard-disk drives, it said Tuesday. 3 -Blair: Time for Excuses on Africa Is Over (Reuters) Reuters - British Prime Minister\Tony Blair is to say Thursday that the time for excuses on\Africa is over as he chairs a meeting in Ethiopia he hopes will\turn the continent's problems into a global priority. 0 -Intel dauphin Otellini becomes king Intel #39;s board has given the go ahead for the long anticipated shift in power from current CEO Craig Barrett to current President Paul Otellini Come May 18, Otellini will take over the chipmaker and become its fifth ever CEO. 2 -Dyke reopens WMD row Former BBC chief Greg Dyke has reopened the row over Tony Blair #39;s decision to go to war with Iraq. Dyke was forced to resign from his post, along with former BBC chairman Gavyn Davies, last January after Lord 0 -Orioles 8, Devil Rays 0 Javy Lopez drove in four runs, Daniel Cabrera became the first rookie to win 10 games this season, and the Baltimore Orioles held the Tampa Bay Devil Rays to two hits in an 8-0 victory. 1 -Japan Stocks Flat After Wall Street The Nikkei average was flat in mid-morning trade on Wednesday, bolstered by bargain-hunting of a number of blue-chip stocks after US stocks showed resilience despite a rise in oil prices to new highs. 2 -India's Aztec acquires software testing company for 12.1 mln dlrs (AFP) AFP - Indian information technology firm Aztec announced it would acquire software testing company Disha Technologies for 12.1 million dollars. 3 -Halo 2 scores record sales of \$125 million in first 24 hours Halo 2 broke entertainment retail records in its first 24 hours. Microsoft Game Studios said that the video game sold through 2.4 million stores in the US and Canada raking in \$125 million in sales. 2 -Stocks Rise as Crude Falls More Than \$2 NEW YORK (Reuters) - U.S. stocks rose on Wednesday as crude oil futures fell more than \$2 a barrel on a big jump in U.S. petroleum supply, easing worries about the impact of energy costs on corporate profits and economic growth. 2 -Nonnative Goats Bunking at Yellowstone (AP) AP - A new study shows mountain goats are taking hold in Yellowstone National Park, but park officials aren't sure how to handle the presence of the nonnative animals. 3 -Tax-Free Bonuses Tagged Out Some taxpayers have been dusting off an old Internal Revenue Service ruling about signing bonuses in baseball contracts and using it to justify skipping payroll taxes and income-tax withholding on signing bonuses generally. 2 -South Korea planning huge spending to revive economy: report (AFP) AFP - The South Korean government is preparing a huge quot;New Deal quot; spending package in the next few years to revive the country's sagging economy, Yonhap news agency said. 2 -Wisdom was main course WALTHAM -- He is an 87-year-old man with a cane and a cigar, and the clout of a king. 1 -Phelps faces possible jail term Olympic swimming champion Michael Phelps may face a jail term after being arrested on drink-driving charges last week in Salisbury, Maryland. 1 -U.S. to Allow Some Telemarketing 'Robo Calls' WASHINGTON (Reuters) - Telemarketers will be able to use prerecorded ""robo calls"" to stay in touch with established customers starting next week -- at least for the short term, U.S. regulators said Friday. 3 -Defence contractors chase \$23bn deal EUROPES biggest defence contractors will have the chance to bid for a \$23 billion (12 billion) air refuelling contract for the US Air Force that has been withdrawn from Boeing. 2 -Patriots Begin Title Defense with Narrow Win Over Colts The New England Patriots began their quest for successive Super Bowl titles with a tight 27-24 win over the Indianapolis Colts in the opening game of the NFL season in Foxboro Thursday. 1 -LIVE: Launch of Expedition Ten Crew to the ISS / ESA TV Live / 14 <b>...</b> The early morning hours of 14 October will see the next ISS launch, bringing another permanent crew to the Station. Expedition 10 crew is made of Commander Leroy Chiao and Flight Engineer Salizhan Sharipov. 3 -Cops Test Handheld Fingerprint Reader Several Minnesota police departments are field testing a handheld device that scans a suspect's fingerprint and digitally checks it against Minnesota's criminal history and fingerprint database. 3 -Iran #39;not obliged #39; to allow military site inspections Iran says it is not obliged to allow UN atomic energy agency inspectors to visit military sites alleged to be involved in secret nuclear weapons work but that it is willing to discuss the issue. 0 -Volkswagen #39;s talks with union move forward LONDON, November 2 (newratings.com) - The German automotive giant, Volkswagen AG (VOW.ETR), continued its negotiations with the labour union today on its planned labour cost reductions. 2 -SA-India Test: South Africa declare at 510 for 9 : Sports India: Cricket gt; Kanpur, Nov 22 : South Africa declared their first innings at 510 for nine on the third day of the first cricket Test against India here today. 1 -Goldcorp Says It Will Review Glamis Bid Gold miner Goldcorp Inc. on Friday said its board is willing to review and evaluate a takeover offer from Glamis Gold Ltd. that would break up its friendly merger agreement with Wheaton River Minerals Ltd. 2 -We have to learn to be patient on Indian pitches: Smith (AFP) AFP - South African skipper Graeme Smith said his team had to learn to be patient on slow pitches if they hoped to do well in an upcoming two-Test series against India. 0 -Delta Financing to Use Prepaid SkyMiles Shares of Delta Air Lines soared after the troubled airline said Monday it entered into a commitment letter with American Express Travel Related Services Co. 2 -Berra Says He Wouldn't Take Giambi Back (AP) AP - While manager Joe Torre repeatedly dodged questions Thursday on whether he thinks Jason Giambi will return to the New York Yankees, Hall of Famer Yogi Berra readily voiced his opinion. 1 -Tennis: Canas crushes Novak to reach Shanghai final, faces <b>...</b> SHANGHAI : Argentina #39;s Guillermo Canas dominated Jiri Novak of the Czech Republic to book his place in the final of the 380,000-dollar ATP Shanghai Open tennis tournament against unheralded German Lars Burgsmuller. 1 -Mariners' Ichiro Breaks Hits Record, Adds Single SEATTLE (Reuters) - The Seattle Mariners' Ichiro Suzuki registered three singles to tie, break and then add to the Major League hits record with his 259th of the season in a game against the Texas Rangers Friday. 1 -Britain awaits results of N.Korea blast fact-finding trip (AFP) AFP - Britain is awaiting the findings from a technical analysis of what a group of diplomats saw at the site of a huge explosion in North Korea last week, Britain's minister for East Asia said. 0 -New Jersey Lawsuit Challenges Electronic Voting A coalition of private citizens and local elected officials in New Jersey plan to file a lawsuit to block the state's use of electronic voting machines. 3 -Colombia militant gunned down A top leader of Colombia #39;s right-wing paramilitaries has been assassinated, throwing into further doubt the ongoing peace process with the government. 0 -Mobile boom draws telecom manufacturing to India BANGALORE, INDIA - An anticipated boom in mobile telephony use in India is attracting multinational and local companies to establish manufacturing operations in the country. 3 -USA : Wal-Mart predicts bumper Christmas Wal-Mart Stores Inc, the world #39;s biggest retailer, informed it was confident to see quot;another record quarter and a successful holiday season quot; after posting solid third-quarter results. 2 -Nothing doing Well, that didn #39;t go very well, did it? Everybody knew the NHL planned on turning down the NHLPA #39;s latest offer yesterday, but the hockey world still held its breath when the two adversaries met face to face 1 -Oil Prices Alter Direction After a month-long rally that repeatedly pushed prices to new highs, the cost of a barrel slumped for the fourth day, leaving the price \$10 higher than year-ago rate. 2 -IBM Unveils Security Intel Service, Notes Big Jump In Attacks IBM has launched a new intelligence service to give enterprises a monthly report showing the big picture of security attacks and other business threats, the Armonk, NY-based giant said Tuesday. 3 -Short Jump, Bad Handoff End Jones #39; Games ATHENS, Greece - For Marion Jones, Sydney must seem far more than half a world away. Those Olympics were some dreamland where she ruled track and field with a golden touch and a sweet smile, winning five medals 1 -Sony reveals some specs for PSP handheld The PlayStation Portable is going to have one complex processor running the show for games and multimedia. 3 -NASA Chief Applies for Job at LSU (AP) AP - NASA Administrator Sean O'Keefe will resign this week, a government official said Sunday, and a spokesman for Louisiana State University said O'Keefe is a leading candidate to become a chancellor there. 3 -Sharon 'at risk of assassination' Israel's opposition leader warns that the prime minister risks being assassinated over his Gaza disengagement plan. 0 -Big Dig Tunnel Is Riddled With Leaks In a burgeoning political and engineering scandal, Boston #39;s gleaming new underground Interstate 93 highway is riddled with hundreds of leaks. 2 -Sun posts narrower quarterly loss OCTOBER 14, 2004 (REUTERS) - SAN FRANCISCO -- Sun Microsystems Inc. today posted a narrower quarterly loss as revenue rose year over year for the second consecutive quarter after three years of declines, sending shares slightly higher. 3 -SA 'mercenaries' plead not guilty Sixty-six men accused of plotting a coup in Equatorial Guinea deny breaching Zimbabwe's security laws. 0 -Shifting signs in North Korea Kim Jong Il dials back his personality cult as protest activities pick up. 0 -Time on a Chip: The Incredible Shrinking Atomic Clock Researchers are developing tiny atomic clocks that could be made using standard semiconductor processes and slipped into cellphones, hand-held computers and global positioning system receivers. 3 -Murdoch novel reveals Alzheimer's The last novel by the author Iris Murdoch reveals the first signs of Alzheimer's disease, experts say. 0 -Iraq #39;s Chalabi escapes attempt on his life Gunmen opened fire Wednesday on a convoy carrying former Iraqi Governing Council member Ahmad Chalabi in an apparent assassination attempt that wounded two of his bodyguards, Chalabi #39;s spokesman said. 0 -Team almost had another legend SACRAMENTO -- The one who got away, Part I. With his collection of bow ties and an academic air, Sacramento assistant coach Pete Carril would have fit perfectly among the professors and scholars in Boston. He is, after all, one of the most intelligent and respected basketball minds living. 1 -China Reports Births of Two Giant Pandas (AP) AP - For pandas, it's practically a baby boom. Two giant pandas were born this week, and mothers and cubs were doing fine, the official Xinhua News Agency reported Wednesday. 3 -Netopia to Restate Results (Reuters) Reuters - Netopia Inc. a maker of\networking gear, on Thursday said its auditor KPMG LLP\resigned, and said it will restate two years of results and\revise the results in its most recent fiscal quarter. 3 -Microsoft Changes Its Tune on Porting SP2 Fixes Microsoft Watch: Redmond had told developers privately earlier this year of plans to port some SP2 fixes to older versions of Windows. 3 -Ramirez should be taking it to heart When it comes down to this, when it's worse than you could have possibly imagined, if you are any kind of ballplayer at all, you look within and ask yourself what you can do to make it better. 1 -Shares Gain While Oil Holds Near \$50 LONDON (Reuters) - European stock markets rose and absorbed three separate share placings on Wednesday, boosted by Wall Street's strong finish while oil prices held close to \$50 a barrel ahead of U.S. oil inventory data. 2 -King Singh ... at last! The No. 1 golfer in the world is on his way to Glen Abbey for this week #39;s Canadian Open. No, Tiger Woods hasn #39;t changed his plans. 1 -Inzamam happy with win Captain Inzamam-ul-Haq praised his spinners after Pakistan knocked Kenya out of the Champions Trophy with a seven-wicket win at Edgbaston. 1 -Trial Date Set for Soldier at Abu Ghraib (AP) AP - A military judge ordered a U.S. Army reservist on Friday to stand trial Jan. 7 in Baghdad for allegedly abusing Iraq inmates at the Abu Ghraib prison outside Baghdad. 0 -Alternative Energy: Ready or not? Even with a boost from higher oil prices and growing concern about global warming, the payoff on most alternative energy technologies seems a ways off. 2 -Record biz hammers #39;ostrich #39; downloaders The music industry in the US is making great strides in its campaign against people it says have illegally downloaded music, with courts awarding huge settlements in many cases. 3 -Gamecocks, Tigers brawl CLEMSON, SC South Carolina and Clemson duked it out in the closing minutes of today #39;s game at Clemson. Police, security and coaches tried to separate the teams, who scuffled before the game started and continually pushed and showed each other throughout. 1 -IT Giants Form Grid Computing Alliance Oracle, Dell, EMC and Intel have joined with other tech companies to create an industry standard for enterprise grid systems. quot;Project MegaGrid quot; will help maximize the use of computing resources, according to the group. 3 -Federer back in Open #39;s fourth round with masterful performance For most tennis players, having about the same number of clean winners as unforced errors translates into a pretty good performance. 1 -UPDATE:Sinopec 1H Pft Up 51; To Raise Refining Capacity HONG KONG (Dow Jones)--China Petroleum amp; Chemical Corp. (SNP), the country #39;s second-largest oil and gas producer, Monday reported a 51 jump in first-half earnings and said it plans to boost its refining capacity by about one-fifth over three years. 2 -Royal Wedding Lures International Media To Brunei Bandar Seri Begawan - Bruneis Royal Wedding between His Royal Highness the Crown Prince Haji Al-Mutahdee Billah and Yang Mulia Dayangku Sarah binti Pengiran Salleh Ab Rahaman has attracted some 170 foreign journalists to the Sultanate. 0 -Nissan comes apart without parts Tokyo - Japan #39;s Nissan Motor said on Thursday that the company may have to suspend some production next March in addition to already announced suspensions, due to parts shortages, resulting in a decline of about 6 billion (R339.8 million) in annual sales 2 -Bojinov Drives Lecce Into First Valeri Bojinov - Bulgarias answer to Wayne Rooney -etted twice as Lecce took a conditional Serie A lead with a 4-1 cruise past Brescia. 1 -Profit Jumps at Motorola, but Shares Trade Lower OT quot; gt; Motorola, the world #39;s second-largest maker of cellphones, said yesterday that its profit more than quadrupled in the third quarter and revenue jumped 26 percent compared with the quarter 2 -Cup chase lands in Dover When the green flag drops for today #39;s MBNA America 400 at Dover International Speedway, 43 drivers will be lined up to cross the start/finish line. 1 -Net firms: Don't tax VoIP The Spanish-American War is over and a ""temporary"" tax created to pay for it should not be extended to Internet phone calls, industry groups tell the IRS 3 -Klitschko wins in 8th LAS VEGAS -- If Vitali Klitschko made one thing clear last night about the heavyweight division, it's how finished Mike Tyson really is. 1 -FCC declares authority over states on VoIP (SiliconValley.com) SiliconValley.com - Federal regulators Tuesday declared authority over the states in governing Internet phone services, a move providers called crucial to fostering growth, innovation and competitive pricing in the budding industry. 3 -Pitt can crash BCS with closing victory As if things weren #39;t bad enough for the Bowl Championship Series, it appears that Pittsburgh is going to represent the Big East with an 8-3 record. 1 -Dollar Plunges on Greenspan Comments NEW YORK (Reuters) - The dollar sank across the board, dropping to multiyear lows against the yen and the euro on Friday, after Federal Reserve Chairman Alan Greenspan said demand for U.S. assets could ease at some point given the size of the current account deficit. 2 -Inflation fall eases rates pressure INFLATION fell again in August, slipping further below the governments 2 per cent target, driven down by clothing and footwear retailers failing to raise prices after a poor summer. 2 -The Sims 2; Demon Stone; The Number Devil Getting a life gets a lot more complicated in this sequel to the best-selling computer game in history. 3 -England's Lawyers Try to Get Photos Thrown Out Lawyers for Pfc. Lynndie R. England sought Wednesday to throw out evidence at the heart of the Abu Ghraib prison scandal -- the now-infamous photos showing her smiling and pointing at naked Iraqi detainees. 0 -Sony looks under the Christmas tree Americans will go gadget shopping this holiday season even if oil prices go up, Sony execs say. 3 -Bryant Makes First Appearance at Trial (AP) AP - NBA star Kobe Bryant arrived at his sexual assault trial Monday as attorneys in the case who spent the weekend poring over questionnaires prepared to question potential jurors individually. 3 -Blue Chips Drop After Merck Announcement NEW YORK (Reuters) - U.S. blue chips were lower on Thursday after drug company and Dow component Merck Co.<A HREF=""http://www.investor.reuters.com/FullQuote.aspx?ticker=MRK.N target=/stocks/quickinfo/fullquote"">MRK.N</A> said it was withdrawing a key drug, casting a dark mood over the market as oil prices remained above \$49 a barrel. 2 -Microsoft Profit, Revenue Rises SEATTLE (Reuters) - Microsoft Corp. <A HREF=""http://www.investor.reuters.com/FullQuote.aspx?ticker=MSFT.O target=/stocks/quickinfo/fullquote"">MSFT.O</A>, the world's largest software maker, on Thursday said its first quarter profit climbed as personal computer sales and business demand fueled higher sales. 2 -Clinton Has Successful Quadruple Bypass NEW YORK - Bill Clinton underwent a successful quadruple heart bypass operation Monday to relieve severely clogged arteries that doctors said put the former president at grave risk of suffering a heart attack. Clinton is expected to make a full recovery, but doctors said he was fortunate to have checked himself into the hospital when he did... 0 -South Korea to Pick Country's First 2 Astronauts (Reuters) Reuters - South Korea will pick its first two\astronauts next year for a space trip by 2007, the science\ministry said Sunday, after Russia agreed to help the country's\space program. 3 -Facing a fund gap Lucent Technologies' population of retired workers has grown so large over the years, there are four retirees for every active employee on its payroll. With health insurance costs soaring, Lucent now is saying that it's time for retirees to help pay for the benefit. 2 -Youngster Khan taken to school The sensation of the Olympic boxing tournament learned yesterday that there #39;s no substitute for experience. At least not in the ring. 1 -Bears Set to Sign QB Jeff George (Reuters) Reuters - The Chicago Bears are expected\to sign quarterback Jeff George on Monday. 1 -Stocks Open Higher, Shrug Off Oil Spike NEW YORK (Reuters) - U.S. stocks opened higher on Tuesday, with beaten down shares offering bargains to investors and oil producer stocks bolstered by crude oil prices breaking through the \$50 a barrel mark. 2 -Eras blend together perfectly As the final seconds ticked down on the last home game of his high school career, Larry Abare glanced up the hill at the far end of Edward M. Leary Field and watched all the little boys in blue jeans and Acton-Boxboro jerseys, one of them scrambling through the leaves with a football tucked carefully under his arm. ... 1 -Cisco Reaches High And Low NEW YORK - Cisco Systems is aggressively trying to build its presence in key growth markets, and it #39;s using both new products and new acquisitions to do it. 3 -Arsenal boss Wenger has keeper worries Arsenal bounced back to winning ways with a comfortable 3-0 victory over struggling Birmingham City yesterday. A brace from Thierry Henry came after Robert Pires #39; opener, but it was the shaky Premiership debut 1 -Something Oozed on Titan #39;s Surface Summary - (Nov 8, 2004) NASA #39;s Cassini spacecraft took this image of Titan as it sped past the moon on Oct. 26, 2004. It was taken from an altitude of 2,500 km (1,553 miles) using the spacecraft #39;s aperture 3 -Fox to push Bush on migration at APEC Mexico President Vicente Fox said Wednesday he will meet with US President George W. Bush in Chile during the economic summit of Pacific Rim nations. 0 -Services make big gains in Japan Tertiary index comes in at almost double expectations, drives up yen and helps Nikkei overcome oil. LONDON (Reuters) - The yen hit a four-week high against the dollar Friday as stronger-than-expected Japanese service sector data raised optimism about the ... 2 -Ex-WorldCom CEO Wants Witness Immunity (Reuters) Reuters - Lawyers for former WorldCom Chief\Executive Bernard Ebbers are seeking immunity for two witnesses\who they believe could clear their client of fraud charges\related to the company's #36;11 billion accounting scandal,\according to court papers filed on Wednesday. 2 -Chronology of attacks on Westerners in Saudi Arabia Three suspected Muslim militants gunned down a Briton in the Saudi capital Riyadh on Wednesday, security sources and diplomats said. 0 -Bosnian-Serb prime minister resigns in protest against U.S. sanctions (Canadian Press) Canadian Press - BANJA LUKA, Bosnia-Herzegovina (AP) - The prime minister of the Serbian half of Bosnia resigned Friday, a day after the U.S. government and Bosnia's top international administrator sanctioned Bosnian Serbs for failing to arrest and hand over war crimes suspects to the UN tribunal. 0 -Perry OKs money for APS as more accusations arise The state #39;s Adult Protective Services agency will get an emergency infusion of \$10 million to correct the kinds of problems that have arisen in El Paso. 2 -Winning NFL Turnover Battle Does Count (AP) AP - Joe Gibbs had seen it before, although he didn't remember: On Dec. 7, 1986, his Washington Redskins turned the ball over seven times and lost to the New York Giants. 1 -UN Kabul kidnappers reveal demands A militant group is threatening to kill three UN hostages kidnapped in Afghanistan, including a British woman, unless all Taliban prisoners are released. 0 -Wizards' Kwame Brown Suspended One Game (AP) AP - The Washington Wizards suspended Kwame Brown for one game Thursday for his actions during the previous night's game against Denver. 1 -Africa takes tough stand on coups The arrest of Margaret Thatcher's son last week is the latest example of a crackdown on overthrows. 0 -One killed, 15 injured in Khuzdar bomb blast One person killed and 15 injured as bomb went off in a market in district Khuzdar of Balochistan, reports The News. According to police officials, the bomb was planted in a cycle. 0 -Enter your e-mail: If you can #39;t beat Google, make it better--that seems to be the lesson of A9.com, Amazon #39;s intriguing new search site. For Web searches, A9 simply gives you Google #39;s results, but it does a lot more--for instance 3 -Discus Champion Thrown Out of Games ATHENS (Reuters) - Hungarian Olympic discus champion Robert Fazekas will lose his gold medal and be expelled from the Games after breaking doping rules, the International Olympic Committee (IOC) said Tuesday. 1 -11 Dead in a Car Bomb in Kabul KABUL (Masnet amp; News Agencies) - At least eleven people, including two US citizens, were killed when a truck bomb exploded in downtown Kabul in the second deadly blast to strike Afghanistan over the weekend. 0 -Mich. Elephant Gets Therapy for Arthritis ROYAL OAK, Mich. - Like any patient, Wanda needs positive reinforcement to wrestle through her physical therapy... 0 -Tabbed Browsing Flaws Detected Tabbed browsing, one of the more popular features built into alternative Web browsers, contains a security flaw that puts users at risk of spoofing attacks, research firm Secunia warned on Wednesday. 3 -Reds pick up Miley #39;s option for 2005 Reds general manager Dan O #39;Brien said Sunday what he has hinted at for the last month or so: Dave Miley and his staff will be back for 2005. 1 -Boston Marathon champ Johnny Kelley dies Johnny Kelley, a two-time Boston Marathon champion who became a beloved figure in the history of the race by running it a record 61 times, died at 97. 1 -Phelps Eyes Fourth Gold ATHENS (Reuters) - A weary Michael Phelps targeted his fourth Olympic gold medal in Athens, turning his attention on Wednesday to the 200 meters individual medley and settling for the second-fastest overall time in the heats. 1 -Yukos plans to fix itself before auction The Russian oil giant Yukos said yesterday that management was putting together an emergency plan to continue running the company for a few months, even after the auction of its prize asset in December. 2 -Saks announces store closings Saks says shutting down weaker stores will allow the company to focus on its more quot;productive quot; locations and further strengthen its brand. 2 -Nextel and Sprint in talks on possible merger Nextel and Sprint are in talks that could lead to a merger between the two mobile phone operators, sources close to the discussions said on Thursday. 2 -US rules on share options finalised The US on Thursday finalised a new accounting standard that will force companies to subtract the cost of share options from their earnings, a move bitterly opposed by Silicon 2 -Diverted London Airliner Given All-Clear A police search concluded there was no threat to a New York-bound Greek airliner forced to make an emergency landing in Britain following a bomb threat that mentioned Iraq, officers said Monday. 0 -LG Electronics-Matsushita PDP battle TOKYO (CBS.MW) -- South Korea #39;s LG Electronics Inc. said Tuesday it would file a counter measure against Japan #39;s Matsushita Electric Industrial Co. 2 -Israeli Labour amp; Sharon in coalition talks Coalition peace talks have begun between Israel #39;s opposition Labour party and the Prime Minister, Ariel Sharon. Labour leader Shimon Peres said that his party want a guarantee that the government fulfils its 0 -FCC says allowing cable TV subscribers to choose their channels <b>...</b> Federal regulators rejected on Friday the idea that allowing cable TV subscribers to pay only for channels they want would lower high cable bills. 2 -Activist's Daughter Speaks Against Castro (AP) AP - Her political activist father is her hero and Sayli Navarro wants to follow in his footsteps #151; at any cost. The soft-spoken, articulate teenager was just 6 when her father went to prison the first time, for posting signs reading ""Down with Fidel."" 0 -Prime minister says Australia faces tough economic year in 2005 (AFP) AFP - Prime Minister John Howard warned that Australia's strong dollar, high world oil prices and the lingering effects of prolonged drought would dampen the country's long-buoyant economy in 2005. 0 -Update 1: Thai Airways Orders 6 Airbus Superjumbos Thai Airways has agreed to buy six Airbus A380s, becoming the 13th airline to order the new quot;superjumbo, quot; the European aircraft maker said Friday. 2 -PeopleSoft sweetens employee compensation Business software maker PeopleSoft Friday said it was boosting compensation packages for all employees except its chief executive in a move that would raise the 2 -Lowe's road to glory For Derek Lowe, two roads diverged not in a yellow wood, as New England's poet laureate Robert Frost had it, but on the greenswards of Fenway Park, Yankee Stadium, and Busch Stadium. 1 -Prosecutor Seeks 8-Year Jail Term for Italy's PM MILAN (Reuters) - An Italian prosecutor asked a court on Friday to sentence Silvio Berlusconi to eight years in jail for bribing judges as the prime minister's four-year corruption trial reached its closing stages. 0 -Dell recalls four million power adaptors About 4.4 million AC adapters sold worldwide with Dell notebooks between September 1998 and February 2002 were recalled on Friday because of a risk of overheating, which could lead to a fire or electrical shock, according to Dell. 3 -Red Sox Slugger Ortiz Named ALCS MVP (AP) AP - The biggest comeback in postseason baseball history began when David Ortiz had one of the greatest days in baseball history. 1 -First drug cases at Paralympics Athens - Two weightlifters from Azerbaidjan have been banned from competitions for life after testing positive for drugs, in the first two doping cases of the Athens Paralympics, officials said here on Wednesday. 1 -Cisco joins WiMax Forum The networking giant formally signs on to the wireless broadband group as the organization's ranks increase. 3 -Nikkei Sinks Due to Exporters TOKYO (Reuters) - Tokyo's Nikkei average fell 2 percent at the opening on Monday as investors shied away from exporters including Toyota Motor Corp. after a fall in the dollar below 107 yen stoked concerns about their earnings. 2 -Date with destiny for private rocketeers LAS VEGAS - A three-seat rocket plane with stubby wings and a nose studded with round windows will try to blast out of Earth #39;s atmosphere above the Mojave Desert today to qualify for a US\$10 million (\$15. 3 -Pudge, Guillen leave with injuries The Tigers lost both of their All-Stars, shortstop Carlos Guillen and catcher Ivan Rodriguez, to knee injuries on separate plays in Saturday #39;s game against the Twins. 1 -Downer welcomes terror charge THE federal government has welcomed the bringing of formal terrorism charges against Indonesian militant cleric Abu Bakar Bashir. A spokesman for Foreign Minister Alexander Downer said the charges reflected 0 -New York Unveils Last, Best Bid to Gain the Olympics in 2012 Leaders of the NYC2012 committee highlighted New York's advantages in multiculturalism, money and media power. 1 -Rumsfeld Raises Prospect of Limited Iraq Elections (Reuters) Reuters - Defense Secretary Donald Rumsfeld on\Thursday raised the possibility that some areas of Iraq night\be excluded from elections scheduled for January if security\could not be guaranteed. 0 -Infocus: Deploying Network Access Quarantine Control, Part 2 This article discusses Network Access Quarantine Control in Windows Server 2003, which allows administrators to quarantine mobile users and verify their security posture before giving them full access to the network. Part 2 of 2. 3 -Hasbro's No Conehead Its Saturday Night Live version of ""Trivial Pursuit"" is good strategy for staying ahead of age compression. 2 -Tech Firms, FBI to Fight 'Phishing' Scams Together (Reuters) Reuters - Internet companies and\law-enforcement agencies said on Wednesday they will work\together to track down online scam artists who pose as banks\and other legitimate businesses, a practice known as\""phishing."" 3 -The OQO Should Run Linux \\This little OQO machine is certainly pretty cool. The biggest problem\though is that it doesn't run Linux.\\This leaves you with a device heavier than your PDA and all the insecurity and\bloat of Windows and with a price tag of only sub \$2000.\\People don't care what OS their PDA/Handtop runs. It can run an alternative OS\and for the most part consumers don't care. WinCE hasn't exactly been a stellar\market success. While Microsoft does have significant market share PalmOS,\Symbian, and Linux are doing just fine. Also most of the WinCE devices never\have the fit and finish of their Palm and Symbian counterparts.\\I don't know where OQO thinks they are going to fit in. If they were to ...\\ 3 -Kerry's wife paid 798,820 dollars in state, federal taxes in 2003 (AFP) AFP - Teresa Heinz Kerry, wife of Democratic presidential candidate John Kerry, declared 2,291,137 dollars in gross taxable income in 2003 and paid 798,820 dollars in state and federal taxes, or about 35 percent, her office said in a statement. 0 -Fresh bid to dismiss Jackson case Lawyers for Michael Jackson say the singer's child molestation case should be dropped. 0 -Judge Rejects Md. Anti-Spam Statute A Montgomery County judge has ruled that Maryland's anti-spam law is unconstitutional because it seeks to regulate business transactions beyond the state's borders. 3 -Darfur Rebels Urge Nigeria To Intervene, Kickstart Sudan Peace <b>...</b> Rebel leaders from Sudan #39;s Darfur region called on Thursday on Nigeria to intervene and kickstart African Union-sponsored talks on the crisis in the west of Sudan 0 -ESPN.com news services HOUSTON -- The Houston Astros enter today #39;s contest against the Colorado Rockies knowing that a victory will earn them an improbable playoff berth. 1 -Bettman stands firm in dispute NHL commissioner Gary Bettman has again dismissed proposals by the players #39; union for a luxury tax as the sport #39;s lockout continues. 1 -Michigan State Shocks Wisconsin EAST LANSING, Mich. (Sports Network) - Jason Teague, who ran for 112 yards and a score on 17 carries, caught a touchdown pass in the second quarter to snap a tie and help Michigan State post a 49-14 win over 1 -Images: Nintendo grows up--a little The Nintendo DS includes a touch-sensitive screen and is geared for an older crowd. 3 -Exhausted Massu Outlasts Fish for Gold ATHENS (Reuters) - An exhausted Nicolas Massu reeled in Mardy Fish in five tortuous sets on Sunday to win Chile their second gold medal at an Olympic Games less than 24 hours after helping them to their first. 1 -Turkey Faces Long Road to EU Membership The European Commission #39;s cautious recommendation that Turkey begin membership negotiations puts the country a step closer to realizing its dream of joining Europe -- but 0 -Ocean Spray to Buy Northland Assets Looking to expand its fruit receiving and concentrating operations in the nation #39;s largest cranberry-producing state, Ocean Spray Cranberries Inc. 2 -In Retaken Iraqi City, Perils Lurk U.S. forces have controlled Tall Afar since Sunday, after deadly battles last week. On Tuesday, soldiers, led by an Iraqi known as ""The Source,"" reopened the city and searched for insurgents. 0 -Boston Red Sox Team Report - September 24 (Sports Network) - A sensational pitching matchup is on tap at Fenway Park this evening when Pedro Martinez and the Boston Red Sox welcome Mike Mussina and the hated New York Yankees to town for another chapter in baseball #39;s fiercest rivalry. 1 -NFL Game Summary - Detroit at Jacksonville Jacksonville, FL (Sports Network) - David Garrard hooked up with Jimmy Smith for a 36-yard touchdown pass 5:28 into overtime to lift Jacksonville over Detroit, 23-17, in a wild affair at Alltel Stadium. 1 -Florida #39;s prepaid tuition program thriving Already the biggest of its kind in the country, Florida #39;s popular prepaid-tuition program expects to count its millionth customer during a sign-up period that runs Monday through Jan. 31. 2 -Chargers to start Brees in Houston, beyond com. The San Diego Chargers announced on Monday that Drew Brees will start the 2004 opener against the Houston Texans at Reliant Stadium. 1 -Microsoft finalises three-year government deal Hot on the heels of its 10-year strategic partnership with the London Borough of Newham, Microsoft is close to signing a new broad three-year public sector agreement with the government. 3 -Bomb found near Berlusconi #39;s villa Italian Premier Silvio Berlusconi (left) goes for a walk with British Prime Minister Tony Blair and his wife Cherie Blair at Berlusconi #39;s villa, Monday. AP ... 0 -Tokyo Stocks Flat, Focus on Data TOKYO (Reuters) - Japanese stocks were flat in mid-morning trade on Monday with confidence in the domestic economic outlook failing to offset profit-taking that hit recent gainers such as insurers and real estate stocks. 2 -Adobe, Yahoo to Integrate Products Adobe Systems Inc. ADBE.O and Yahoo Inc. YHOO.O on Monday said they have signed a deal to combine Adobe services, like its widely used document-sharing program, with Yahoo #39;s Web search functions. 3 -EPA: U.S. Waterways Contain Polluted Fish (AP) AP - One of every three lakes in the United States, and nearly one-quarter of the nation's rivers contain enough pollution that people should limit or avoid eating fish caught there. 3 -Nokia stamps out bad batteries Helsinki - Nokia, the world #39;s largest handset maker plans to mark its original batteries with a hologram as part of the fight against unsafe, counterfeit mobile phone batteries - some of which have exploded in users #39; hands. 3 -New Jobless Claims Increase; Import Prices Jump Higher In another report, import prices excluding petroleum posted the largest increase in 10 months, a possible early warning on inflation from the weaker dollar. 2 -Plan Would Turn Restore Wash. Estuary NISQUALLY NATIONAL WILDLIFE REFUGE, Wash. - A 15-year plan would restore salt marshes and mudflats for migrating salmon at the Nisqually National Wildlife Refuge, more than 100 years after the farmland was drained and diked. 3 -Sidebar: Microsoft Enters Data Backup Arena SEPTEMBER 27, 2004 (COMPUTERWORLD) - CHICAGO -- Microsoft #39;s announcement of a disk-to-disk backup application designed to consolidate data backups on Windows servers positions the company to compete against storage management stalwarts such as Veritas 3 -REVIEW: 'Half-Life 2' a Tech Masterpiece (AP) AP - It's been six years since Valve Corp. perfected the first-person shooter with ""Half-Life."" Video games have come a long way since, with better graphics and more options than ever. Still, relatively few games have mustered this one's memorable characters and original science fiction story. 3 -NASD Warns of Risky Home-Equity Investing WASHINGTON (Reuters) - Too many house-rich Americans are borrowing money against their homes to play the stock market, brokerages regulator NASD warned on Wednesday. 2 -Skype Telephony Now Available for the Mac Skype for Windows, Skype for Pocket PC and Skype for Linux -- Skype for Mac OS X is free. Skype users can control their online presence and 3 -Mauritania coup kingpin held Nouakchott, Mauritania - Authorities said on Saturday they arrested the alleged ringleader of a string of foiled coup and assassination attempts against Mauritania #39;s leaders. 0 -Cali Cartel Boss Sent to U.S. on Drug Charges BOGOTA, Colombia (Reuters) - The former boss of the Cali drug cartel, who once controlled most of the world's cocaine trade, was sent to the United States on Friday to face trafficking and money laundering charges. 0 -Pires prepared to pay fine for wearing wrong kit Arsenal star Robert Pires said Monday he is prepared to pay a fine for not wearing the official French team sponsor #39;s kit in a television interview last month. 1 -Melrose comes up short Melrose entered its Thanksgiving Day matchup with Wakefield as an undefeated powerhouse bound for the postseason. But Wakefield has tripped up the Red Raiders in recent years -- and yesterday was no exception. 1 -Fans Honour Legend Clough Thousands of football fans fell silent today to honour the life and achievements of legendary manager Brian Clough. A public tribute was held in Nottingham city centre and a minute 1 -ROGER #39;S READY Roger Federer says he #39;s ready to erase the image as being too soft to win in New York. The world #39;s No. 1 player from Switzerland has played three US Opens and lost in the fourth round each time. 1 -Florida Upsets No. 10 Florida State 20-13 Florida State #39;s Chauncey Stovall, left, comes down with a fourth-quarter-touchdown catch as Florida defender Vernell Brown, right, falls down, Saturday, Nov. 20, 2004, in Tallahassee, Fla. 1 -WWW KOTV.com _ Nearly 800 British forces left their base in southern Iraq on Wednesday, heading north toward Baghdad to replace US troops who are expected to take part in an offensive against insurgent strongholds. 0 -E-Mail And IM Get Closer ICQ, an IM service provider owned by America Online, and Mail2World Inc., a provider of messaging and collaboration services, this week revealed a free upgrade to the ICQmail service that 3 -Battles rage across Mosul MOSUL, Iraq -- US and Iraqi troops stormed insurgent-held police stations and neighborhoods in this northern city Tuesday, retaking a number of sites seized last week by gunmen who rose up in support of militants in Fallujah. 0 -IBM Unveils New Storage Technology IBM recently unveiled the TotalStorage DS6000, a roughly VCR-size system aimed at mid-size businesses. The new DS8000 series system features IBM Power5 microprocessors and IBM #39;s Virtualization 3 -Freedom on the March in Iraq, Bush Tells Voters (Reuters) Reuters - President Bush said on\Thursday freedom was on the march in Iraq even as a U.S.\intelligence report depicted a bleak outlook for the country's\future. 0 -Energy Dept. funds open-source InfiniBand work Three-year project will back programmers' effort to build Linux software support for the high-speed networking technology. 3 -46 Killed, 270 Injured In Iraqi Violence Baghdad, Sept. 8 (NNN): Bloody clashes on Tuesday between US forces and Shia militiamen left more than 46 persons, including six US soldiers, dead across Iraq during the past 24 hours, officials said here on Wednesday. 0 -Digital home entertainment hits the road Theater-quality entertainment systems are coming to the car. Is rush hour ready for wireless file swapping?\<br /> Photo gallery: Consumer gear takes a test drive 3 -Overtime Goal Puts Canada in World Cup Hockey Final Vincent Lecavalier #39;s goal 3:45 into overtime earned Canada a nail-biting 4-3 victory over the Czech Republic on Saturday and a place in the final of the World Cup of Hockey. 1 -Intel Sheds Light on 2005 Desktop Strategy Intel #39;s products for the digital home and digital office in 2005 will give consumers and IT managers more capabilities than just raw performance, and the company plans to highlight those products as it did with its Centrino mobile technology, Intel 3 -Chile's Lagos Receives Torture Commission Report <p></p><p> By Ignacio Badal</p><p> SANTIAGO, Chile (Reuters) - Chilean President Ricardo Lagosreceived a chilling report on Wednesday from a governmentcommission that interviewed more than 30,000 victims tochronicle for the first time the systematic use of tortureduring Augusto Pinochet's 1973-1990 dictatorship.</p> 0 -Fed #39;s Pianalto upbeat on growth, inflation WASHINGTON : The Federal Reserve #39;s policy of gradual interest rate hikes is a sign the US economy does not need the stimulus that low rates supply, according to Cleveland Fed president Sandra Pianalto. 2 -Cingular to Cut About 7,000 Jobs (Reuters) Reuters - Cingular Wireless will cut about 7,000\jobs, or 10 percent of its work force, to cut costs as it\integrates recently purchased AT T Wireless, the company said\on Tuesday. 3 -Wrigley bites into Kraft WRIGLEY is buying the Life Savers and Altoids sweet and mint businesses from Kraft Foods for 800 million. The deal allows Wrigley to expand in the sweet section, while leaving Kraft to focus on the rest of its food business. 2 -Florida weather may help Israeli citrus industry As sunshine state licks its wounds from Hurricane Frances, Gan Shmuel could reap the benefits. The most important news for Florida #39;s 2.8 million residents this week has not been from the Republican 2 -Gleaning Insights From Berkshire Other than Comcast and ServiceMaster additions, it's been a quiet quarter of trading for this portfolio. 2 -Sony Leads MGM Acquisition Entertainment companies had been vying for MGM to get their hands on its library of more than 4,000 titles. Time Warner initially was seen as the front-runner in the race. 2 -Oil prices close to record highs Oil prices hover just below Monday's record peaks in Asian trade, amid continued concerns over global supply shortages. 2 -Eagles 27, Giants 6 EAST RUTHERFORD, NJ - The Philadelphia Eagles won a fourth consecutive NFC East title by making Eli Manning look very much like a rookie. 1 -Flop in the ninth inning sinks Jays BOSTON -- The Toronto Blue Jays have had worse hitting games this season against lesser pitchers than Pedro Martinez. 1 -Oil Near \$50 on Supply Fears in Nigeria Oil prices rose to record highs Monday near \$50 a barrel for US crude as Nigeria emerged as the latest focus for worries about supply in an already tight worldwide energy market. 2 -Survey: Napster, iTunes beat other download brands (MacCentral) MacCentral - Market research company Ipsos-Insight on Tuesday announced the results of TEMPO, a quarterly survey of digital music behaviors. According to the report, consumers aged 12 and older in the United States were as likely to be aware of Apple Computer Inc.'s iTunes Music Store and Napster 2.0 when it came to recognizing digital music download brands -- each music service registered 20 percent of what TEMPO refers to as ""top-of-mind"" awareness. 3 -Space Station Crew Moves Rescue Capsule The maneuver frees the hatch on the docking station that the crew members will use for work sorties in January and March. In addition, the launch of an unmanned Progress cargo ship has been postponed one day to December 24. 3 -Tenth-Ranked Ga. Gets Past Ark. 20-14 (AP) AP - David Greene threw for a career-high 382 yards and two touchdowns, Thomas Brown rushed for 107 yards and No. 10 Georgia held off Arkansas 20-14. 1 -Presidential winner faces 'twin deficits' battle (AFP) AFP - Whoever wins the November 2 presidential election will inherit massive budget and trade deficits that pose huge economic challenges that will give little relief for President George W. Bush or rival John Kerry. 0 -Icahn Takes The High River NEW YORK - Why has Carl Icahn set his sights on the relatively insignificant Mylan Laboratories, a generic drug company with just \$1.5 billion in sales and a \$4.3 billion market cap? 2 -Baxter Ends Flu Vaccine Trial; Cites Side Effects Baxter International Inc. on Thursday said it halted a late-stage European trial of a flu vaccine because of higher-than-expected rates of fever and other symptoms. 2 -Panathinaikos 2, Arsenal 2 Arsenal keeper Jens Lehmann was left red-faced in Athens as two costly mistakes ensured that a Champions League victory slipped through his side #39;s fingers again. 1 -Ashado pulls away to win Distaff Ashado had a little trouble finding running room in the stretch of the Breeders #39; Cup Distaff on Saturday. But once she did, she quickly kicked away from the opposition 1 -Record-smashing Warne leaves Murali behind Madras - Australian leg-spinner Shane Warne may have shown only flashes of his genius in India, but he still has plenty of reasons to smile after smashing the Test cricket bowling record in Madras on Friday. 1 -Kerry Says He's in a 'Fighting Mood' (AP) AP - Democratic Sen. John Kerry said Saturday he's in ""fighting mood"" with two months to go to the presidential as his allies defended him from questions about his valor in Vietnam. 0 -U.S. Jet Fires at House in Fallujah (AP) AP - An American jet fired a missile at a house where about 10 members of an al-Qaida-linked group were believed to be meeting in the Sunni insurgent stronghold of Fallujah on Friday, police and the U.S. military said. At least three people were killed. 0 -Pharma Groups Work on EPC Issues Sept. 30, 2004Reacting to calls from pharmaceutical retailers, distributors and manufacturers, EPCglobal has added a new action group to specifically study the pharmaceutical industry 3 -Microsoft CFO: Expect more acquisitions Microsoft may seek to become a more distributed company as it eyes future large acquisitions, CFO John Connors said yesterday. 3 -Schwarzenegger Vows to Defend Emissions Law Toyota, General Motors and seven other automakers filed suit to block California's new greenhouse gas regulation, which was approved by the state in September. 0 -Lego, Carrefour in French Price-Fix Probe (AP) AP - French competition authorities are investigating Danish toy maker Lego Systems AS and supermarket retailer Carrefour SA as part of a probe into alleged price fixing in the French toy market in 2002 and early 2003. 2 -Experts Predict Mount St. Helens Eruption (AP) AP - The flurry of earthquakes at Mount St. Helens intensified further Thursday, and one scientist put the chance of a small eruption happening in the next few days at 70 percent. 3 -Sharon to Hold Tense Meeting With Settlers JERUSALEM - After more than a year of avoiding Jewish settlers, Israeli Prime Minister Ariel Sharon has decided to directly confront his former supporters in a meeting about his contentious plan to withdraw from the Gaza Strip and part of the West Bank. Sharon invited settler leaders to meet with him in Jerusalem on Sunday, just a week before he presents his ""disengagement"" plan to parliament... 0 -SC to hear Zee petition tommorrow Five judges of the top court will hear a petition filed by Zee Telefilms on Tuesday. A three-judge panel of the Supreme Court said a five-judge bench would hear the dispute that threatens the rights of India #39;s 1 -Phone fight against home violence A campaign begins to collect old mobile phones and convert them into alarms for women who are attacked in the home. 3 -One billion #39;denied a childhood #39; More than one billion children around the world face a brutal existence because of poverty, war and Aids, the UN children #39;s agency reports. 0 -3 police officials charged over Beslan siege ROSTOV-ON-DON, RUSSIA - Three Russian police officers have been charged with criminal negligence in connection with the Beslan school hostage-taking that left 360 people dead, almost half of them children. 0 -Strong quake hits Hokkaido SAPPORO -- A fairly strong earthquake hit eastern Hokkaido, northern Japan, late Monday night, and several people suffered minor injuries, officials said. 0 -Serbia, Bosnian Serbs Fail to Help War Crimes Tribunal, UN Says The governments of Serbia and the Bosnian Serb enclave of Bosnia-Herzegovina have failed to bring war crimes suspects to the United Nations tribunal, Chief Prosecutor Carla Del Ponte told the Security Council. 0 -India's low-cost airline eyes business travel (AFP) AFP - India's pioneer low-cost carrier Air Deccan plans to raise 50 million dollars in private equity by shedding a 26 percent stake and also aims to enter the corporate business jet segment, its chairman said. 0 -India's Tata makes powerful debut Shares in Indian software services giant Tata Consultancy close 16 higher on their market debut, raising \$1.2bn for the company. 0 -Intel Doubles Dividend, Boosts Buyback by \$11.5 Bln (Update2) Intel Corp., the world #39;s biggest computer-chip maker, doubled its quarterly dividend and boosted its stock buyback program by \$11. 2 -Ironman winner confirms she used drug Nina Kraft, winner of last month #39;s Ironman Triathlon World Championship in Hawai #39;i, acknowledged yesterday that she had used the banned endurance-boosting drug EPO. 1 -Viet Nam deeply regrets Palestinian leader #39;s death Ha Noi, Nov. 11 (VNA) - quot;We are deeply moved and grieved by the death of President Yasser Arafat, President of the Palestinian State and President of the Palestine Liberation Organisation, quot; Foreign Ministry spokesman Le Dung has said. 0 -China Lays Into #39;Bush Doctrine #39; Ahead of US Poll On the eve of the US election, China laid into what it called the quot;Bush doctrine, quot; said the Iraq war has destroyed the global anti-terror coalition and blamed arrogance for the problems dogging the United States worldwide. 0 -Blair, Bush to Meet as Middle East Issues Loom British Prime Minister Tony Blair, who has pushed for progress on Middle East peace talks and is one of the United States #39; closest allies, will meet with President Bush next week, the White House said on Saturday. 0 -Stocks in Motion: Claire #39;s Shares of Claire #39;s Stores (CLE:NYSE - news - research) were among the NYSE #39;s losers Thursday, falling 15 after the company posted third-quarter results that missed analysts #39; expectations and warning about the fourth quarter. 2 -Olympics-U.S. Women Show Men How to Win Gold ATHENS (Reuters) - The U.S. women's basketball team showed their men how to win gold Saturday as around 70,000 spectators flocked to the Olympic stadium for a hectic athletics program on the penultimate night of the Athens Games. 1 -Ancient fungus 'revived' in lab Fungus from a deep-sea sediment core that is hundreds of thousands of years old will grow when placed in culture, scientists discover. 0 -Premier swallows Bird #39;s custard Bird #39;s custard and Angel Delight are back in British hands after a 70m deal announced yesterday. The famous brands have been bought by Premier Foods, owner of Ambrosia custard and Rowntrees jelly, from the US food group Kraft. 2 -Bush Blames Poorly Made Shirt for Bulge (AP) AP - President Bush sees the value #151; and the humor #151; in the idea that aides could secretly feed him advice through a radio receiver hidden on his back. 0 -Saddam meets lawyer, aides due in Court Saddam Hussein met with a defense lawyer Thursday for the first time since his capture a year ago, days before several of his top aides are due to appear in court for hearings on alleged war crimes. 0 -Red Sox Feeling Heat of 0-2 Start in ALCS (AP) AP - The infield at Fenway Park was covered with a dirty white tarp on a dreary day. Unless the Boston Red Sox start winning soon, the gloom will last all winter. The Red Sox returned home Thursday after losing the first two games of the AL championship series to the Yankees in New York. As its workout began, Boston announced ace Curt Schilling's ailing ankle will prevent him from pitching Game 5 and perhaps the rest of the postseason. 1 -Mexico's Fox Presents Human Rights Plan (AP) AP - President Vicente Fox presented a plan Friday to improve Mexico's checkered human rights record, pledging to eradicate torture and to hold corrupt and abusive authorities accountable for wrongful arrests and shoddy police work. 0 -IBM, partners roll out ID management suite IBM Corp. and four partners on Wednesday announced what they call a ""major breakthrough"" in identity management designed to help business and government agencies protect assets, including IT systems and physical facilities, from unauthorized users. 3 -Cuts offered, issue remains tax or cap The union #39;s proposal to end the lockout, made Thursday at the league #39;s Canadian headquarters, calls for a tax that would penalize -- and perhaps deter -- high-end payrolls. 1 -Blu-ray group mandates Microsoft codec for BD-ROM The Blu-ray Disc Association (BRDA) has selected Microsoft #39;s VC-9 video codec for future BD-ROM content, the organisation said today. 3 -Cubs brushed back Chicago loses wild-card lead after ninth-inning <b>...</b> Austin Kearns knows he #39;ll be back home in Louisville, Ky., once the regular season ends on Sunday. The Cincinnati Reds outfielder did his best Wednesday to keep the Chicago Cubs 1 -Once Again, Mets Sputter Toward End of a Season year ago, the Mets were going nowhere when they swept the first-place Atlanta Braves in a three-game series at Shea Stadium on the first three days of September. 1 -Toshiba wins HD DVD support Four film studios are expected to release movies on the new HD format in the last quarter of 2005. TOKYO (Reuters) - Toshiba Corp. 3 -The NFL is at its midway point. Time to hand out some awards It #39;s the NFL midseason, and I #39;ve done a pretty good job the last couple of months pretending I don #39;t cover the sport for SI. 1 diff --git a/data_sets/cls/cr/description.json b/data_sets/cls/cr/description.json deleted file mode 100644 index af13709..0000000 --- a/data_sets/cls/cr/description.json +++ /dev/null @@ -1,10 +0,0 @@ -{ - "path": "data_sets/cls/cr", - "seed": "seed5", - "init_prompts": "prompts.txt", - "description": "The dataset contains customer reviews of various products with sentiment annotations. The task is to classify each review as expressing either positive or negative sentiment. The class mentioned first in the response of the LLM will be the prediction.", - "classes": [ - "negative", - "positive" - ] -} diff --git a/data_sets/cls/cr/prompts.txt b/data_sets/cls/cr/prompts.txt deleted file mode 100644 index 2903b0a..0000000 --- a/data_sets/cls/cr/prompts.txt +++ /dev/null @@ -1,16 +0,0 @@ -Please perform Sentiment Classification task. Given the sentence, assign a sentiment label from ['negative', 'positive']. Return label only without any other text. -Your task is to classify the comment "positive" or "negative". -Given a sentence, classify it as either positive or negative sentiment. -Determine the sentiment of a product review based on a given text, positive or negative. -Given a statement, classify it as expressing a positive or negative opinion. -Given a tweet, classify it as having a positive or negative sentiment. -Determine the sentiment of a product review based on the text provided, positive or negative. -Given a statement, classify it as either expressing approval or disapproval. -Determine the sentiment of the text provided, positve or negative. -Classify a sentence as expressing optimism or pessimism. -In this task, you are given sentences from product reviews. The task is to classify a sentence as positive or as negative. -When given an English sentence, your task is to analyze it and generate a sentiment word to describe the original text, such as positive or negative. -Now you are a classifier, your task is to determine the sentiment polarity of the given text, whether positive or negative. -You are a sentiment classifier. To do this, you must first understand the meaning of the sentence and any relevant context. And then you should classify it as positive or negative. -Please label the sentiment towards the product of the given product review. The sentiment label should be "positive" or "negative". -Given text, classify whether it is positive or negative. diff --git a/data_sets/cls/cr/prompts_auto.txt b/data_sets/cls/cr/prompts_auto.txt deleted file mode 100644 index d170a57..0000000 --- a/data_sets/cls/cr/prompts_auto.txt +++ /dev/null @@ -1,20 +0,0 @@ -assess the sentiment of the given statements, where a positive sentiment would result in the output of "positive" and a negative sentiment would result in the output of "negative". -determine if the sentence provided has a positive or negative connotation. -determine if the input statement was positive or negative. -evaluate the input statements and assign them a value of "positive" or "negative". -determine if the input is expressing a positive or negative sentiment. -evaluate the given input as either positive or negative. -determine whether the input was expressing a positive or negative opinion. -evaluate the input as either positive or negative. -evaluate the input on a positive-negative scale. -evaluate the input sentence based on the given criteria and provide a positive or negative feedback. -evaluate the given sentences and provide a positive or negative response. -evaluate the given sentence and give a positive or negative opinion. -provide a positive or negative assessment for the given input. -evaluate the given inputs based on a positive or negative sentiment. -read the input and provide a positive or negative opinion. -evaluate the input based on whether it is a positive or negative opinion. -evaluate the given statement as either positive or negative. -assess the sentiment of the input by assigning a positive or negative label to the input. -evaluate the input and output a positive or negative sentiment. -provide a judgment about the quality of a product or service based on a description. diff --git a/data_sets/cls/cr/seed5/dev.txt b/data_sets/cls/cr/seed5/dev.txt deleted file mode 100644 index b47be1d..0000000 --- a/data_sets/cls/cr/seed5/dev.txt +++ /dev/null @@ -1,200 +0,0 @@ -. itunes -- this is a love-hate relationship program ; . usually people with mac like this program than people with a pc , but depending on your computer expertise , this could be a difficult program to use , and it is required for an ipod . 1 -transferring files couldn 't be easier thanks to the included software bundle . 1 -the digital zoom takes as good of pictures , as the optical zoom does ! . 1 -the i-pod is the best thing i have ever used . 1 -while i had the phone , the positive features were : good sound quality and an excellent fm phone and earpiece . 1 -and it is very easy to clean . 1 -great reception , visibility and interface ( may be complicated by others ) . 1 -looks and shape : i have a black one and the first time i charged it and switched it on jeez the blue light looked so cool . 1 -all the " cool " features of the mini , but with 20gb instead of 5 . 1 -this one is really great . 1 -it 's easy and really works , with some incredible range . 1 -i 've yet to find the limitation for this hitachi ( my only hitachi tool , by the way ) and quite frankly , i don 't know that i have the muscle to push this machine any harder . 1 -if you have to buy a camera on a bu get , this has got to be the one . 1 -i also use the phone as my modem via bluetooth to my apple power book ! . 1 -fm tuner & microphone : having a tuner in the player is a blessing . 1 -i particularly like the " txt " file which records all the control information for all the pictures you take . 1 -nice little phone . . . light compact . . 1 -its well made and user friendly . 1 -the color screen is a plus , as are the polyphonic ringtones . 1 -it works with a minimum of fuss . 1 -i was fortunate to get the packaging that still included all the accessories ( desk stand/hard case , belt clip , wall charger , etc ) . 1 -it has it all . 1 -this year , it seems that i choose my timing perfectly , having discovered the awesome device that is the zen micro . 1 -there is an open-source firmware on the net which has tons of extra features . 1 -i have not been disappointed with my purchase . 1 -my experience with installation was quite good . 1 -i noticed that the micro adjustment knob and collet are well made and work well too . 1 -overall , if you know what basic steps to take , it was not difficult to connect , and the s/w worked well to connect . 1 -the sound is just fine . 1 -i loaded a lot of photos into it and they display very clearly for such a small screen and , very importantly , the transition from one photo to the next is instantaneous . 1 -i would have given this phone 5 stars if it wasn 't for the fact that i would rather use my 3330 to do all the most common things you do with a phone . 1 -by no means do you have to be a tech junkie to be able to install it , just be able to put a cd in the computer and it tells you what to do . 1 -pertaining to the speed issue : i got 54mps while i was in the same room . 1 -diaper champ is by far the best diaper pail ! . 1 -being a very economical person , i appreciate the fact that any plastic bag can be used with this system- i never did like the prospect of buying special diaper genie refills . 1 -the good news is that the creative support is very responsive and after some emails and postal exchanges , i had a new zen . 1 -while they all seem to have their own positives and negatives , i picked the zen micro over the ipod mini , because i am not an apple person , never has been - i wanted something that is fully compatible with windows media player . 1 -my op ion is concentrate on what you need now , this product has excellent range , holds a teddy connection , ha sent even drooped one and i have it for more than a month now . 1 -if you need a wireless router . . . . get it get it get it . . . . works really good . . . . 1 -the supplied headphones are hands-down better than the mediocre ipod buds . 1 -no offense to amazon , but i was able to find one online for just over 200 bucks ( i 'm sure prices here will continue to sink ) , and that also seemed quite a good bargain for the amount of storage space . 1 -the package also comes with a usb cable , an ac adapter , a pair of headphones ( they 're okay until you get a better pair ) , a stand , and a microfiber pouch to carry your zen touch in . 1 -i 've used the speakerphone for almost two hours once and the battery did not even go down one single bar . 1 -i work on word , explorer , netscape , acrobat reader , photoshop at same time ( meaning using a lot of memory ) , but still dont see a problem with computer ( getting slow or crashing ) . 1 -i have about 6 gb used on my ipod so far ( well over 1000 songs ) , and as far as i can tell , all of them play at near-cd quality . 1 -the hard case they give with it must work well . 1 -this is the mp3 player with everything i need . as long as it lasts me a good three years , i 'm satisfied . 1 -i am a picture fanatic so i consider myself picky and if your the same way this camera will not let you down . now buy it ! . 1 -+looks snazzy +smaller than a pack of smokes - easily transported +ac charger included as well as a hard shell that comes with a clip and a stand adapter +usb cable ! . 1 -3 ) the champ is odor free for at least 15 months . 1 -battery life is good , although i recommend two rechargeable , or a alkaline backup , for those emergency pics you have to have . 1 -i must admit its not the best looking phone ever but then it has this look of static and absolute conviction that looks like everything a phone should be 1 -a very well made product that has worked very well for me over the years . 1 -there are extra features packed inside this unit ( some that most will hardly ever use ) such as fm radio tuner , voice recorder , calendar , and alarm clock . 1 -but it is smooth , it is powerful , it is affordable & it has a proven track record . 1 -the clarity is unbelievable , which means you can cram almost the full 2 , 5 ! . 1 -and i must say . . . this mp3 is very cool . 1 -the ringtones included are awesome , and did i mention they were polyphonic ? . 1 -i have had no problems with the phone . 1 -it 's also easy to empty out . 1 -the battery is alot better than most of the phones out there . 1 -i have owned some kind of creative audio product since 1993 and have never had to call tech support . 1 -hitachi 's m12v is a big beast of a router . 1 -the extra spare battery is just a neat bonus . 1 -the movie mode is also working great . 1 -mine is as easy to use as the mini without any firmware download . 1 -i got a 1gb mmc upgrade for this phone and now i can : 1 -ball metaphor : i was hoping creative hit a home run here , and i think the zen micro is more like a stand-up double . 1 -a call to customer support ( got to a live person within a couple of minutes ) helped me tweak a couple of the settings to streamline performance . 1 -1 . record around 1 hour of video with phillips camcorder pro . 1 -i have a couple hundred contacts and the menu loads within a few seconds , no big deal . 1 -there seem to be fewer collisions and dropped packets as i read from the router logs than with my old dlink router . 1 -wow - was that disappointing and we didn 't even have it 6 months before it broke . 1 -also , i am quite partial to the creative mediasource organizer and player software , which i had with audigy zs sound card originally ; . it is definitely an added plus . 1 -regardless to this fact , i believe the champ is the best way to go . 1 -over all a fantastic very compact camera , which made us experience photography on a totally new level ! . 1 -this camera was affordable , very easy to learn , and produces spectacular images . 1 -the diaper champ is the best ! . 1 -- outstanding signal reception 1 -this isn 't the most rugged phone ever but then your not gonna play airplane with this , are you . 1 -really happy with this little camera . 1 -the quality is superb . 1 -the pc sync feature is superb that comes with nokia pc suite software ( with data cable or infrared port or bluetooth ) . 1 -and we still love it ! . 1 -the nokia 6600 is a decent extension of the smart phone line . 1 -excellent diaper disposal unit . 1 -for more than a year , and it is totally reliable . 1 -versatile and stylish . 1 -sound quality is great , fm tuner is fine , as is the recorder . 1 -other than this , i am very pleased with the router and would buy it again . 1 -another good feature is that you can charge the battery by just connecting the player to your computer using the usb cable . 1 -i love the bluetooth ; . easy to use with a wireless abra headset . 1 -this camera is perfect for an enthusiastic amateur photographer . 1 -aside from a 6mb++ built-in phone memory , there 's a 32mb mmc card that goes with it ! . 1 -the possibilities with auto , manual , and the very helpful " scene " mode , which offers 11 optimized situational settings like portrait , landscape , beach / snow , sunset etc . , are endless . 1 -i 'm staying with sprint , and though i fear that their csr is n 't nearly as good as t-mobile 's , the clarity of their reception is exceptional . 1 -freebies you get : a cradle with detachable stand and belt clip , some thing very handy and useful . 1 -photos are pretty darned good ! . 1 -the height adjustment works well- not perfect . 1 -nokia and t-mobile really teamed up well on this baby . 1 -the battery does not last 12 hours . 0 -i find the lack of entertaining games on this phone quite disturbing . 0 -the navigation takes so much time that it would eventually drive you crazy . 0 -but if i installed either one of these norton products , neither works after installation ? . 0 -i really regret signing up with t-mobile , but i 'm stuck with them for the next 6 months of the contract . 0 -the volume level of the phone is not all that good . 0 -there technical service isn 't helpful either ; . they just read what 's on their website and charge you $50 ( + toll fees ) to do it . 0 -avoid this product at all costs . 0 -i did it and it was worse the second time around . . . unbelievable . 0 -first , let me say that i got the 20gb ipod for christmas , and i most likely would not have spent the $300 myself . 0 -4 ) buttons are quite small and is really a pain exp if one is fond of text messaging . 0 -while i was trying to play half life 2 it started popping up with " alerts " every twenty seconds ( literally ) , warning me my antivirus protection was off . 0 -regarding pc software support nokia suite does not work with some versions of xp as i tried to connect my phone via infrared port on my laptop . 0 -now in october , 2004 , the firewall said i couldn 't ok anymore software to use the internet because its full . 0 -just don 't get drawn into t-mobile 's catchy rebate . 0 -the internet functions of the phone - wap and gprs - will only work through t-mobile 's services , because they have deleted the menu options that would enable you to configure the phone to be used on a different network . 0 -there isn 't much features on the ipod at all , except games . 0 -unfortunately , the 6610 does not offer voice dialing like my previous phone , but the other features it packs outweighs this shortcoming . 0 -after several years of torture in the hands of at&t customer service i am delighted to drop them , and look forward to august 2004 when i will convert our other 3 family-phones from at&t to t-mobile ! . 0 -also , when i dial an " 800 " number like an airline , it will not allow me to use number keys to navigate the prerecorded menu . 0 -the problems i had installing norton extended way beyond what symantec should reasonably expect the public to deal with . 0 -there will be much erasing of text as , one would tend to type something instead of the actual letters . 0 -the one huge disappointment is that the phones manufactured for t-mobile lack many of the menus and functions that a nokia straight from the manufacturer should have . 0 -almost from the beginning , liveupdate would not function . 0 -if there was a zero-star rating i would give it . 0 -in noisy environment , it 's hard to hear from the earpiece . 0 -finally , after about a week 's use , the screen started to freeze on me . 0 -then , my ad/pop-up blocking was completely gone . 0 -this product is absolutely not ready for release . 0 -looks and durability : i realize many people are fond of the minimalist white interface . 0 -this phone is not suitable for fast people , maybe only for old people . 0 -ring tones only come with crazy songs and annoying rings , there is only one ring that sounds close to a regular ring . 0 -i already knew something was wrong , because much of the spam i 've seen in the past six months was from resellers of norton products . 0 -the back of the ipod is in a chrome finish , and this surface is prone to scratches . 0 -the menu options appear one at a time , taking up the whole screen , and one has to scroll down one by one , or have memorized where they are in the menu order , to select them by using the number keypad . 0 -other than that it is all the same except the new updates . 0 -cons breaks easily . 0 -sometimes when you press buttons , the menu appears after a second or two . 0 -2- it is bulky and the small buttons on the sides are sloppy to use . 0 -i finally got a free support number for norton through my usp support staff , but waited an hour or more for a voice . 0 -what disappoints me the most that a software like that is not cheap gets zero support form symantec , if you want support , they 'll charge you a fee ! . 0 -the other annoyance with this that you have to remove every single remnant of previous version of norton systemworks before you installs this . 0 -there is no photo viewing option , however , there is a 20 gb photo ipod , but it costs $20 more . 0 -but it wouldn 't let me turn the av protection back on and it wouldn 't stop with the alerts . 0 -the only downside i have found with this phone is that it is a bit slow to react , meaning when i push the contacts button , it takes a while to load , this is true for almost all the menus and programs on the phone . 0 -norton online support does not even acknowledge this problem nor does the computer company that preloaded it on our new computer . 0 -these people takes lest effort to process rebate forms . 0 -we can start by losing the shiny miracle-material cover that you can literally scratch just by looking at it wrong , and thus eliminate the need for third-party " asking " protective covers for an extra thirty bucks . 0 -i will say that the os that the phone runs does have a few issues . 0 -a bit disappoint on that ! . 0 -i have used norton for the past 5 years and for the last 2 years , the software has gotten more and more disgraceful . 0 -* 0 -i tried disabling the various components provided with this product , paring it all the way back to anti-virus only service . . . and saw no improvement . 0 -4- my idea was that it was an all-in-one , and that theory -once again- proves wrong , this phone ex cells at nothing , less than average in everything , if you seriously need any of the " other than phone " functionalists , you 'll be disappointed . . . . if you have lots of money and bought it for the love of gadgets then fine . . . . but don 't expect to get much done . 0 -no problems now , just a sickly disappointment in the way norton has abandoned their customers . 0 -the only problem that i have found with the internet service is that it does not access mils ( real estate broker software ) very well at all . 0 -the battery power discharges rapidly especially on using the web browser . 0 -yeah - this program protects your computer all right - by locking you off the internet . 0 -but those 2 come up every time . 0 -so i e-mailed the online tech support with that simple question , and got a reply which was totally unresponsive ( it looked as though they didn 't actually read the e-mail and just sent back a few boilerplate paragraphs ) . 0 -again , every review written about the tech line is true . . . after waiting close to 45 minutes i finally spoke to a rep . 0 -when i finally got it working , it only worked properly for many a month . 0 -i had much of the same problems that everyone else has listed ( mainly the slow processor ) , and then i couldn 't get the damn thing off my computer completely ! . 0 -first , it serious , serious installation problems . 0 -it also has a stock tracking app built in ( also useless ) and a somewhat useful application which converts all types of metrics ( currency , length , area , etc ) . 0 -one more thing , the default ringtones that come with the phone are horrible . 0 -this version of internet security 2004 , is beyond hope . 0 -however , in my mind , $299 is a lot to pay for a device that will only last 18 months . 0 -i have a modern pc with lots of speed and memory , but this firewall just brought it to a halt . 0 -this is somewhat annoying , but from working with computers ( especially windows -- ugh . . . ) 0 -the user support service isn 't too great either . 0 -i have found too many bugs in norton internet security professional to recommend it to any one without extreme patience and experience . 0 -the day finally arrived when i was sure i 'd leave sprint . 0 -if you have an older version of " internet security " installed , you may also need to remove it as well before proceeding with systemworks install . 0 -customer service : awful . listen to this one , remember the battery statement i made earlier . 0 -after years with that carrier 's expensive plans and horrible customer service , portability seemed heaven-sent . 0 -they have the worst service of any of the major companies . 0 -but this doesn 't make up for it 's innumerable other short-comings , the biggest of which is the inability to download any updates due to problems with liveupdate . 0 -the 6610 has the radio function which is utterly useless . 0 -there are some highs to the 2004 edition , but mostly lows . 0 -im at full capacity ! . ! . ! . ! . i called syman tic and they said they don 't know why but i should get tech 's support at $35/hr to help ! . ! . i did call them and was on hold for 55 minutes until i hung up ! . 0 -as of october , 2004 , these products are not working and i 'm ready to demand a refund from symantec . 0 -the battery issue is superficially a concern , but any reasonable solder-jockey ( such as myself : - ) can pop in a new one when the time comes ( based upon the plentiful info gained from a go ogle for 'ipod battery replacement ' ) . 0 -i 'm an advocate of nokia , but this phone and the following models ( 7610 ) , are seemingly a desperate trial at squeezing as much under-engineered and experimental technologies in one sloppy phone . 0 -no memory stick slots -- although a rare feature , it would be nice to have extra storage , not that it needs it built-in lithium battery -- a huge hassle to bring this back ; . draining the battery once you get it helps , but removable/replaceable ones are a lot more convenient 0 -the menu pops up after 3 seconds the picture takes a while to load from its slow card memory . 0 -buy this if you like mental challenges or trying how to pick locks . 0 -in addition , i do not think the battery lasts much more than eight to ten hours , and it can take four hours for a full charge . 0 -i do here a constant high-pitched distorted sound , not to mention the volume does not seem to be loud enough . 0 -first , it failed whenever connecting to get updates . 0 -- no proprietary headset jack 0 -they didn 't know what the problem could be . 0 -is it necessary to scan my ms money database when i close the program ? . 0 -seems the " program scan " feature did not find the exe file for outlook ! . 0 -bluetooth does not work on this phone . 0 -the biggest problem is the installation . 0 -i 've always liked symantec products , except for this version 2004 . 0 -another thing you should know , the metal on the flip side of the ipod is very tacky , and scratches very easily . 0 -if you experience problems with installation , you can visit symantec 's website , click the support tab , click the 'home or home office support ' and there is an automated support assistant that can scan the norton program files on your computer and it will tell you what is not working right and how to fix it . 0 -norton internet security 2004 is one of the more buggy implementations . 0 diff --git a/data_sets/cls/cr/seed5/test.txt b/data_sets/cls/cr/seed5/test.txt deleted file mode 100644 index c2090de..0000000 --- a/data_sets/cls/cr/seed5/test.txt +++ /dev/null @@ -1,200 +0,0 @@ -if you have no previous version of nortron security on your system , or nortron antivirus , the installation will go fine , otherwise dig in and in to do a major registery clean up ! . the old programs will leave a trace that will mess up the new installation , even if you uninstalled the old programs perfectly . 0 -while it didn 't have all the features i would have liked , it was better than anything else i could find at the time . 1 -don 't use them , so i delete them for addle space . 0 -the nikon coolpix 4300 is wonderful -- easy to use , high quality , and compact in size . 1 -"the computer interface is 90% good , only losing points due to the fact that "" creative "" branding is all over the place within it ." 1 -the next problem was that it didn 't recognize all the installed components , so it would not update them , most notably and importantly , virus definitions . 0 -booting up my computer took forever ! . ! . ! . 0 -and i can 't warn you enough to stay away from norton ! . ! . 0 -"a lot of "" fragments "" were left in the registry , and it the norton system folders ." 0 -outside of the t-mobile service area the phone seamlessly jumped onto at&t wireless and various other services where the t-mobile service was unavailable . 1 -for purposes of clarity , here is my review from that product , edited to be appropriate for this product , since , for the most part , they share many of the same problems . 0 -the only problem i had was a few components didn 't quite load correctly upon startup , but a reboot fixed the problem . 0 -"the "" movies "" last about 5 seconds ." 0 -i love how small the thing is , and the blue glow - i 've had it for two weeks with no electronic problems at all . 1 -long reboots due to norton taking forever to boot . 0 -for last one month my rebate status showing me that my rebate is approved and check is delivered but still i am waiting for check . 0 -overall , it 'll make my move that much easier knowing i don 't have to worry about connectivity . 1 -has the click wheel and the ability to scan through thousands of songs and organizes them great . 1 -the documentation is much better than the documentation that came with the 11b router -- i needed a lot of help from linksys technical assistance to set that one up . 1 -creating and modifying playlists is easy and clean . 1 -this phone is one of the milestones in the history of the cellular phones . 1 -i am an it professional and have used norton for years , but this product is a complete and utter dud . 0 -overall this is a slightly better than average phone . 1 -the more subtle tones that were included with the phone are hard to hear at times . 0 -as for bluetooth , no problems at all . 1 -the battery life can 't be very long ; . let 's not be greedy . 0 -it is small enough to fit easily in a coat pocket or purse . 1 -it is nokia and thus easy to access the menu options . 1 -the 6600 was the best phone i could find with these options that i could get with t-mobile . 1 -once again it won 't reinstall , even with online and email assistance from symantect technicians . 0 -in short - nokia themselves don 't know that this phone doesn 't work with the palm , and if you don 't heed my advice you will spend hours with technicians around the globe reading from scripts , chiding you in broken english for not following their directions exactly . 0 -2 ) phone is awfully slow . 0 -the menu options are uncreative , as you can 't see a full screen of menu items to pick from ; . you have to scroll up and down to find what you 're looking for ( yes , this is minor , but not when you 're trying to keep your eye on the road ! . ) . 0 -however , the battery life isn 't as good as i would like . 0 -however , symantec has taken a significant turn for the worse with this release . 0 -after a recent update , i can no longer open more then 1 browser window . 0 -we don 't have to worry about running out of refills with this diaper pail ! . 1 -first let me say that it is much smaller than it looks on the web and it also looks better . 1 -apparently , t-mobile is heavily back-logged and can 't keep up with demands . 0 -its quiet . 0 -i see many other reviews that say the same . . . . stay away from norton , they don 't deserve you , or anyone ! . 0 -but if you use all bluetooth accessories , as i do , its really not an issue . 1 -downloads are a snap and quick . 1 -finally , i reiterate my thumbs-down rating for t-mobile as a carrier . 0 -and it is extremely well-priced for what you 're getting . 1 -now the bad : 1 ) as usual , battery power not sufficient for daily usu age . 0 -the nokia 660 runs the symbian os , which works pretty well for most standard phone fare , most of the stuff is not that intuitive , but if you actually learn how to use it all , there 's plenty of neat tie-ins . 1 -my old sony ericsson t610 has this feature . 0 -creative has been making computer sound equipment for decades and with the zen micro it finally has something with enough quality and , yes , charm to win a nice size of the digital player pie . 1 -their products have been great and have saved my bacon on numerous occasions . 1 -the main issue now is that this new zen micro seems to be the best on the market at least temporarily . 1 -it has many great features and very few bad ones . 1 -picture quality 's great for still and video with sound . 1 -it also works just fine for international calls . 1 -however since this router is backward compatible , that doesn 't pose a problem at all . 1 -i could hardly use it without a recharge in 2 days ! . 0 -after telling the rep and his tech supervisor the problem the only answer was to uninstall the program ( which i had already done ) . . . 0 -cons : no am/fm radio tuner -- something a large number of compete tors are doing 0 -5 ) bluetooth wireless technology , so that i can transfer data to and from my computer without messing with any cables . 1 -the speakerphone , the radio , all features work perfectly . 1 -i am glad that i do not work for norton . 0 -only if we could get one camera in it . . 0 -firewire & usb2 . 0 -- for those fortunate enough to have firewire400 , your in for a real treat with auto sync . 1 -great camera , great investment ! . 1 -namely , it wouldnt sync . 0 -unfortunately , it does not give you the option of installing ( or installing ) them individually . 0 -i read many reviews on norton i . s . 2004 from a variety of sources ( cnet , amazon , message boards ) and came to the conclusion that nis 04 was a terrible product and not worth the update . 0 -sound quality ? . phenomenal . 1 -6 . play game boy color games on it with go boy . 1 -you can turn this phone into a gaming machine , a camcorder or a digital camera , an mp3-player , a movie viewer , a voice recorder , a personal secretary , a gaps map browser , a book , a multifunction remote controller , practically everything that you can do with the computer , plus it is a phone ( ! . ! . ) and also you can carry it in your pocket : ) . 1 -finding all the albums , songs etc is much easier than you would think it would be even if you have 20 gig ( well 18 gig ) worth of music . 1 -buying software that can not be installed normally and being put into the position of having a non-working computer . 0 -in conclusion , i gave the ipod a 4/5 because anything this expensive should would work just about flawlessly . 1 -i mean , they 're short ! . 0 -i upgraded both my card and router and really had no problems with installation on my sony vaio laptop ( xp operating system ) . 1 -it 's a rip off if one buys norton internet security and antivirus . 0 -it 's really well made and has survived sliding across floors and pavement without a scratch . 1 -the manual mode is feature rich and i can 't wait to get the hang of it . 1 -"that 's it for now , what are you doing still reading this , click the "" add to cart "" button already ! ." 1 -these issues aside , the ipod is kind of like the cell phone in that once you have one , you can 't be without one . 1 -the vibration is not top . 0 -and we definitely prefer our champ ! . 1 -the volume key can be hard to press , but i think this may be by design rather than a flaw , perhaps to keep you from pressing it accidentally when you are in a call . 0 -using your own bags is much cheaper and convenient . 1 -one caveat i have is that i understand the ipod does not save the photos in such a way that the quality of the image is preserved . 0 -also , the battery 's aren 't user replaceable . 0 -the backlight on the phone goes off way too quickly ( dangerous when you 're driving at night ) , and there 's no way to change this -- 0 -i am bored with the silver look . 0 -the phone has such advantages as the excellent keypad and display , long rundown time and a good software suite . 1 -when you consider expandability ( downloads via computer ) , the numerous features , two transmission programs and multiple storage devices , dependability - this is a phone that isn 't easy to out-grow . 0 -however , the ipod does not come close to the number of extra features that the 'zen micro ' has to offer . 1 -i am an advanced computer user , so i can not even imagine how a new or novice user would ever get this terrible program to work ! . 0 -awesome camera with huge print quality in a tiny package . 1 -the setup was very easy . 1 -multiple users on one machine never seemed to behave like you 'd expect . 0 -there is absolutely nothing useful at the symantec/norton site . 0 -the use of 65536 ( 16bit ) colors ensures you get your share of animations and icons on your phone 1 -"since i received the phone , i spent countless hours on the phone with customer service reps who promised t-zones would work "" in 24 hours "" ." 0 -the headphones have great sound and durability and mine came with some extras when i bought it ( a stand , a belt hook , charger ) that i know doesn 't come with every one . 1 -it 's important that people know the following : first , the interface is slow . 0 -i bought my zen micro three months ago mainly because i preferred the size and style to the ipod mini . 1 -norton support is completely pathetic . 0 -i recommend it to both parents of infants and toddlers . 1 -it was a symantec error . 0 -anyhow , this software is working fine and no problems since i installed it two weeks ago . 1 -1-a cell phone is to make calls , in other words , quality of reception and mic/speaker are the most important , the 6600 has a relatively low volume speaker , you 'd have to press it hard against your ear to hear anything the other person is saying , unless the surroundings were completely quiet . 0 -i 've had to install and uninstall them four or five times so far , and i 've not to get either product working properly . 0 -i have excellent hearing but the volume level on this phone is especially quiet . 0 -"we constantly got "" windows virtual memory low "" error messages popping up foll wed by ridiculous slowdowns and/or crashes ." 0 -i had a casio unit , which had given great service , and would have been happy to get another one , but was tempted by the ipod 's sleek design , storage capacity , connection options- - firewire and usb , and its integration with itunes . 1 -i imagine if i left my player untouched ( no backlight ) it could play for considerably more than 12 hours at a low volume level . 1 -if you are already using a previous version of nortron security and uni stalled it to install the new version , you will still have all kind of problems in installing the new version on your system ! . 0 -its also smaller , and gets more looks . 1 -this program would not let me send outlook email or listen to audible sample books online . 0 -so far i haven 't had so much complaints except that i still haven 't mastered how to scandisk when using internet security . 0 -purchased this router a few months back , no problems whatsoever . 1 -"my ipod freezes occasionally , which is especially annoying when you 're in the middle of a game of "" brick . "" *" 0 -i 've used the corporate edition at work without any problems ever . 1 -i first used the router in the free hand mode and liked it a lot . 1 -buttons do seem a little sticky tho . . and the hands free kits ' connector might be a problem . . 0 -this product has virtually all the same installation problems . 0 -the 4300 is a very durable , compact package , and i find nikon to be a brand that i can trust . 1 -best in class . 1 -on the whole , i 'm quite happy with the purchase . 1 -"even at the "" normal "" setting , a 8x10 print ! . shows not a single sign of visible rendering or pixels - you could never tell that the picture has been taken by a "" digital "" ." 1 -so far it all works fine with either cable or wireless connections . 1 -when i purchase software , i never want to have to spend hours looking up solutions to my install problems -- in particular solutions that involve manually setting driver preferences or editing the registry ! . 0 -10 great price for all the features . 1 -really easy to use . 1 -it 's not as stylized as a sony or samsung . 0 -the phone itself is pretty nice . 1 -the zen micro is no exception : in addition to the case , it comes with a neck strap , and has all of the necessary cables for syncing and charging . 1 -they fix the problem and help you with whatever your i-pod needs comes with two usb ports and a charger . 1 -i was using a motorola t720i with verizon and i had alot of dropped calls and i had troubles syncing data . 0 -it 's still alive , still kicking , and still playing . 1 -norton has been on a downhill slid recently with their products , but with this one , they have fallen off the cliff . 0 -the only problem i had was a small glitch with t-mobile . 0 -the nokia 6600 is a great phone , good games , good camera . 1 -after scouring the various boards i find this is an arbitrary and pervasive problem . 0 -the 4300 comes with excellent easy to install software i use it on xp and win98 without problem , battery charger , usb and video cable . 1 -i am giving a zero star to symantec for this version ! . 0 -although i disabled norton antispam , it is still there . 0 -then when i went to norton 's website to obtain a priority id number per the instructions i had been given , i couldn 't find a way to get one . 0 -the zen micro is smaller than it looks in pictures , and feels very solid . 1 -it locked during install and i had to reformat the drive and start from scratch ( greer ! . ) 0 -all in all , this is a wonderful device . 1 -it would not hang up on calls . 0 -t610 supports only midi files . 0 -the only problem is the size of the keys . 0 -4 . the build is just right . 1 -the log functions helps you track down the incoming , outgoing calls in the most easy of ways . 1 -during install , nis would either freeze or not reboot properly when asked to do so . 0 -apple 's ipod battery replacement service costs $100 ! . 0 -secondly , in addition to the lag each time you give a command , it 's just not that easily use able on the go . 0 -comes with a 16 mb compact flash and one rechargable battery the charging unit , included , is fast and small . 1 -"if you call apple and tell them your ipod has been damaged , they charge you roughly $105 . 50 per minute and blame you for "" abusing "" your ipod ." 0 -the setup was a breeze , i had some reservations about a wireless network ( see my review for linksys wet11 ) but this item was on sale as well as the wet11 so i just had to splurge . 1 -the photos in the address book are terribly scaled too ; . they look as though they were built out of lego's . 0 -other things that i miss are voice-activated dialing and a standard 2 . 5 mm headset jack . 0 -i had tried to uninstall norton internet security a few weeks ago , and it wouldn 't let me do that either . 0 -you can 't change the battery , so i don 't know what i 'm going to do in a year or so . 0 -ultimately you will learn just how bad nokia is , and why their recent loss of market share is so utterly deserved . 0 -especially the bluetooth server . . . meaning you have to restart the phone if you want bluetooth to work again . 0 -one downside : as of this writing , t-mobile has n 't updated their t-zone system to fully support the 6610 . 0 -it is a bit difficult to get the unit open ( the advice to take it slowly is sound ) , but now that our son is walking and exploring , i consider this a positive attribute ! . 1 -this is the first phone i know of that has the large bright screen , infrared , bluetooth , usb connector and a speakerphone . 1 -battery : compared to the other players on the market , the ipod has one of the worst batteries around . 0 -i have never had this problem with any other software on my computer . 0 -and also , since it is teri band and since it uses sim-card , you can just use it in europe and many other parts of the world , wherever gsm exists . 1 -i have read the installation instructions for both nis 2004 and navy 2004 prior to installation , but still ended up with the same result . . . junk software . 0 -sure they say if it 's their fault you won 't get charged , but they are the ones who get to decide whether it 's their fault . 0 -it is very easy to change bits without removing the router from the table and the shaft lock works great . 1 -reset the network , tried the connection , and it 's working like a charm . 1 -you can adjust the volume to be heard anywhere or so that it does n 't make that big of a disturbance . 1 -- solid , high-quality construction 1 -"warning ! . the windows "" remove program "" feature does not do a good job of this , and neither does norton 's own removal program ." 0 -before you run out and buy an ipod , understand something : there are reasons the zen is worth encountering this kind of hassle , principally excellent ( for mp3 ) sound quality . 1 -holy cow ! . it really does scratch easily ! . 0 -its steel backing picks up fingerprints and scratches easily , not great from a cosmetic standpoint . 0 -i just got an older 866 mhz system with 512 pc 133 ram and it also runs fine on that . 1 -also if you do manage to get it installed , any problems with liveupdate or with system works will also affect the functionality and/or the process of updating internet security . 0 -one other issue is that the headphone jack is unique to nokia , so standard headphones will not work . 0 -if you currently own the 2003 version , and are looking to upgrade to the 2004 version , don 't . 0 -overall the phones fantastic , and i would have given it 5 stars , but its not perfect . 1 -i give it 4-stars only because the installation process - or rather problems that may surface during the installation process - can be frustrating to the average computer user . 0 -but i wanted to do some raised panel work and needed more power and variable speed to run the large-diameter bits . 1 -as a windows user , i had to install the software including drivers and itunes on my desktop , and this is the only area where i encountered a nuisance . 0 -the ipod comes formatted for the mac , but within seconds of plugging it into a pc , is automatically reformatted for windows . ( the hp version comes with windows formatting , and takes seconds to change to mac . ) although the ipod can be changed from one format to another , you will lose all of your music and data when doing so . 0 -the touchpad is great once you get used to it , and i much prefer it to standard buttons or scroll wheels ( as on the dell dj for example ) . 1 -fits well in hand in trouser pockets . 1 -the nokia 6610 is a relatively new phone , and what a great phone it is . 1 -start up , log off , log on . . . everything became very slow . 0 -the battery life is less than stellar , but it charges w/ the quickness . 1 -- some features in the user interface 0 -this one has a color display , which i like a lot , being very visual . 1 -i simply hate symantec . i swear , if i could have physically ripped that software out of my computer with my bare , bleeding hands , i would have . 0 -works pretty well . 1 -overall , the micro is a solid device and i haven 't fell into a problem with it yet *knocks on wood* . 1 -i 'm probably the only person that dislikes the itunes software . 0 -i will never buy their product again at this rate , and neither should you . 0 diff --git a/data_sets/cls/mr/description.json b/data_sets/cls/mr/description.json deleted file mode 100644 index 40ae995..0000000 --- a/data_sets/cls/mr/description.json +++ /dev/null @@ -1,10 +0,0 @@ -{ - "path": "data_sets/cls/mr", - "seed": "seed5", - "init_prompts": "prompts.txt", - "description": "The dataset includes movie reviews with binary sentiment annotations. The task is to classify the sentiment of each review as either positive or negative. The class mentioned first in the response of the LLM will be the prediction.", - "classes": [ - "negative", - "positive" - ] -} diff --git a/data_sets/cls/mr/prompts.txt b/data_sets/cls/mr/prompts.txt deleted file mode 100644 index 41ed142..0000000 --- a/data_sets/cls/mr/prompts.txt +++ /dev/null @@ -1,16 +0,0 @@ -Please perform Sentiment Classification task. Given the sentence, assign a sentiment label from ['negative', 'positive']. Return label only without any other text -Your task is to classify the comment "positive" or "negative". -Given a sentence, classify it as either positive or negative sentiment. -Determine the sentiment of a movie review based on a given text, positive or negative. -Given a statement, classify it as expressing a positive or negative opinion. -Given a tweet, classify it as having a positive or negative sentiment. -Determine the sentiment of a product review based on the text provided, positive or negative. -Given a statement, classify it as either expressing approval or disapproval. -Determine the sentiment of the text provided, positve or negative. -Classify a sentence as expressing optimism or pessimism. -In this task, you are given sentences from movie reviews. The task is to classify a sentence as positive or as negative. -When given an English sentence, your task is to analyze it and generate a sentiment word to describe the original text, such as positive or negative. -Now you are a classifier, your task is to determine the sentiment polarity of the given text, whether positive or negative. -You are a sentiment classifier. To do this, you must first understand the meaning of the sentence and any relevant context. And then you should classify it as positive or negative. -Please label the sentiment towards the movie of the given movie review. The sentiment label should be "positive" or "negative". -Given text, classify whether it is positive or negative. diff --git a/data_sets/cls/mr/prompts_auto.txt b/data_sets/cls/mr/prompts_auto.txt deleted file mode 100644 index 5f554c0..0000000 --- a/data_sets/cls/mr/prompts_auto.txt +++ /dev/null @@ -1,20 +0,0 @@ -classify each input-output pair as either "positive" or "negative" based on the content of the input sentence. The friend correctly classified each input-output pair as either "positive" or "negative." -identify the sentiment of each input-output pair, which the friend accurately did. -identify the sentiment of the given text as either "positive" or "negative". -identify the sentiment expressed in the statement. -read the statement and determine if it is expressing a positive or negative opinion. -rate the input as either "positive" or "negative". -identify the sentiment of the sentence: positive or negative. -evaluate the sentence according to whether it is a positive or negative opinion. -produce a sentiment classification for each input. -determine the sentiment of the statement, i.e. to decide if it was positive or negative. -assign a positive or negative rating to a review of a movie or television show. -evaluate the given sentences and provide a positive or negative opinion. -classify each input as either positive or negative. -give a positive or negative evaluation of the given statement. -rate the given statements as either positive or negative. -provide an opinion (positive or negative) on the given input. -provide a positive or negative sentiment in response to a given input. -provide an opinion (positive or negative) based on the input provided. -provide a judgment (positive or negative) based on the descriptions given in the inputs. -produce output (in this case a positive or negative judgment) based on the input (in this case a statement about a movie or book). diff --git a/data_sets/cls/mr/seed5/dev.txt b/data_sets/cls/mr/seed5/dev.txt deleted file mode 100644 index a0c3992..0000000 --- a/data_sets/cls/mr/seed5/dev.txt +++ /dev/null @@ -1,200 +0,0 @@ -arty gay film . 0 -as saccharine as it is disposable . 0 -frei assembles a fascinating profile of a deeply humanistic artist who , in spite of all that he's witnessed , remains surprisingly idealistic , and retains an extraordinary faith in the ability of images to communicate the truth of the world around him . 1 -peppered with witty dialogue and inventive moments . 1 -[moore's] better at fingering problems than finding solutions . but though he only scratches the surface , at least he provides a strong itch to explore more . 1 -excellent performances from jacqueline bisset and martha plimpton grace this deeply touching melodrama . 1 -if we're to slap protagonist genevieve leplouff because she's french , do we have that same option to slap her creators because they're clueless and inept ? 0 -there is an almost poignant dimension to the way that every major stunt seagal's character . . . performs is shot from behind , as if it could fool us into thinking that we're not watching a double . 0 -it isn't that stealing harvard is a horrible movie if only it were that grand a failure ! it's just that it's so not-at-all-good . and i expect much more from a talent as outstanding as director bruce mcculloch . 0 -so unique and stubborn and charismatic that you want it to be better and more successful than it is . 1 -spain's greatest star wattage doesn't overcome the tumult of maudlin tragedy . 0 -got some good , organic character work , lots of obvious political insights and little room for engaging , imaginative filmmaking in its nearly 2 1/2-hour , dissipated length . 0 -in the end , we are left with something like two ships passing in the night rather than any insights into gay love , chinese society or the price one pays for being dishonest . 0 -the movie isn't painfully bad , something to be 'fully experienced' ; it's just tediously bad , something to be fully forgotten . 0 -watching junk like this induces a kind of abstract guilt , as if you were paying dues for good books unread , fine music never heard . 0 -feels like the grittiest movie that was ever made for the lifetime cable television network . 0 -nakata's technique is to imply terror by suggestion , rather than the overuse of special effects . 1 -build some robots , haul 'em to the theatre with you for the late show , and put on your own mystery science theatre 3000 tribute to what is almost certainly going to go down as the worst -- and only -- killer website movie of this or any other year . 0 -the story itself is actually quite vapid . 0 -it is a likable story , told with competence . 1 -a great ending doesn't make up for a weak movie , and crazy as hell doesn't even have a great ending . 0 -it's a documentary that says that the alternate sexuality meant to set you free may require so much relationship maintenance that celibacy can start looking good . 0 -what enlivens this film , beyond the astute direction of cardoso and beautifully detailed performances by all of the actors , is a note of defiance over social dictates . 1 -a portrait of an artist . 1 -this big screen caper has a good bark , far from being a bow-wow . 1 -a compelling allegory about the last days of germany's democratic weimar republic . 1 -welles groupie/scholar peter bogdanovich took a long time to do it , but he's finally provided his own broadside at publishing giant william randolph hearst . 0 -if you saw it on tv , you'd probably turn it off , convinced that you had already seen that movie . 0 -craig bartlett and director tuck tucker should be commended for illustrating the merits of fighting hard for something that really matters . 1 -thoughtful , even stinging at times , and lots of fun . 1 -the problem with this film is that it's forced to make its characters idiots in order to advance the plot . had anyone here done anything remotely intelligent , we all could have stopped watching long ago . 0 -the spalding gray equivalent of a teen gross-out comedy . 0 -seeing as the film lacks momentum and its position remains mostly undeterminable , the director's experiment is a successful one . 0 -every moment crackles with tension , and by the end of the flick , you're on the edge of your seat . 1 -uneven , self-conscious but often hilarious spoof . 1 -impresses as a skillfully assembled , highly polished and professional adaptation . . . just about as chilling and unsettling as 'manhunter' was . 1 -some movies suck you in despite their flaws , and heaven is one such beast . 1 -once ice-t sticks his mug in the window of the couple's bmw and begins haranguing the wife in bad stage dialogue , all credibility flies out the window . 0 -angel presents events partly from the perspective of aurelie and christelle , and infuses the film with the sensibility of a particularly nightmarish fairytale . 1 -in this film we at least see a study in contrasts ; the wide range of one actor , and the limited range of a comedian . 0 -this film is full of rabbits . brimful . but like most rabbits , it seems to lack substance . 0 -it's a mystery how the movie could be released in this condition . 0 -this thing is virtually unwatchable . 0 -it's secondary to american psycho but still has claws enough to get inside you and stay there for a couple of hours . 1 -one long string of cliches . 0 -once the expectation of laughter has been quashed by whatever obscenity is at hand , even the funniest idea isn't funny . 0 -god help the poor woman if attal is this insecure in real life : his fictional yvan's neuroses are aggravating enough to exhaust the patience of even the most understanding spouse . 0 -a compelling film . 1 -allen shows he can outgag any of those young whippersnappers making moving pictures today . 1 -an allegory concerning the chronically mixed signals african american professionals get about overachieving could be intriguing , but the supernatural trappings only obscure the message . 0 -enough is not a bad movie , just mediocre . the performances are so overstated , the effect comes off as self-parody . 0 -a hugely rewarding experience that's every bit as enlightening , insightful and entertaining as grant's two best films -- four weddings and a funeral and bridget jones's diary . 1 -the narrative is so consistently unimaginative that probably the only way to have saved the film is with the aid of those wisecracking mystery science theater 3000 guys . 0 -this is not a jackie chan movie . it's just a movie that happens to have jackie chan in it . and that makes all the difference . 0 -verbinski implements every hack-artist trick to give us the ooky-spookies . 0 -carrying off a spot-on scottish burr , duvall ( also a producer ) peels layers from this character that may well not have existed on paper . 1 -while obviously an extremely personal work , it remains inextricably stuck in an emotionally unavailable rut . 0 -after one gets the feeling that the typical hollywood disregard for historical truth and realism is at work here , it's a matter of finding entertainment in the experiences of zishe and the fiery presence of hanussen . 1 -trailer trash cinema so uncool the only thing missing is the " gadzooks ! " 0 -the journey is worth your time , especially if you have ellen pompeo sitting next to you for the ride . 1 -not only is undercover brother as funny , if not more so , than both austin powers films , but it's also one of the smarter , savvier spoofs to come along in some time . 1 -offers a guilt-free trip into feel-good territory . 1 -so brisk is wang's pacing that none of the excellent cast are given air to breathe . 0 -so devoid of any kind of intelligible story that it makes films like xxx and collateral damage seem like thoughtful treatises 0 -the story is -- forgive me -- a little thin , and the filmmaking clumsy and rushed . 0 -nemesis suffers from a paunchy midsection , several plodding action sequences and a wickedly undramatic central theme . 0 -there's a persistent theatrical sentiment and a woozy quality to the manner of the storytelling , which undercuts the devastatingly telling impact of utter loss personified in the film's simple title . 0 -death to smoochy tells a moldy-oldie , not-nearly -as-nasty -as-it- thinks-it-is joke . over and over again . 0 -if this story must be told and retold -- and indeed it must -- then the grey zone is to be lauded for finding a new and ingenious angle . 1 -i don't know if frailty will turn bill paxton into an a-list director , but he can rest contentedly with the knowledge that he's made at least one damn fine horror movie . 1 -in comparison to his earlier films it seems a disappointingly thin slice of lower-class london life ; despite the title . . . amounts to surprisingly little . 0 -left me with the visceral sensation of longing , lasting traces of charlotte's web of desire and desperation . 1 -a mostly believable , refreshingly low-key and quietly inspirational little sports drama . 1 -the film has a kind of hard , cold effect . 1 - i admire the closing scenes of the film , which seem to ask whether our civilization offers a cure for vincent's complaint . 1 -these guys seem great to knock back a beer with but they're simply not funny performers . 0 -hardman is a grating , mannered onscreen presence , which is especially unfortunate in light of the fine work done by most of the rest of her cast . 0 -your children will be occupied for 72 minutes . 1 -with rabbit-proof fence , noyce has tailored an epic tale into a lean , economical movie . 1 -poetic , heartbreaking . 1 -foster and whitaker are especially fine . she is a lioness , protecting her cub , and he a reluctant villain , incapable of controlling his crew . 1 -the film's best trick is the way that it treats conspiracy as a kind of political blair witch , a monstrous murk that haunts us precisely because it can never be seen . 1 -nair and writer laura cahill dare to build a movie around some flawed but rather unexceptional women , emerging with a fine character study that's short on plot but rich in the tiny revelations of real life . 1 -writer/director joe carnahan's grimy crime drama is a manual of precinct cliches , but it moves fast enough to cover its clunky dialogue and lapses in logic . 1 -sheridan is painfully bad , a fourth-rate jim carrey who doesn't understand the difference between dumb fun and just plain dumb . 0 -like mike is a winner for kids , and no doubt a winner for lil bow wow , who can now add movies to the list of things he does well . 1 -it's crap on a leash--far too polite to scale the lunatic heights of joe dante's similarly styled gremlins . 0 -a surprisingly 'solid' achievement by director malcolm d . lee and writer john ridley . 1 -a drama of great power , yet some members of the audience will leave the theater believing they have seen a comedy . 1 -beautiful , cold , oddly colorful and just plain otherworldly , a freaky bit of art that's there to scare while we delight in the images . 1 -a funny and touching film that is gorgeously acted by a british cast to rival gosford park's . 1 -working from a surprisingly sensitive script co-written by gianni romoli . . . ozpetek avoids most of the pitfalls you'd expect in such a potentially sudsy set-up . 1 -while it has definite weaknesses -- like a rather unbelievable love interest and a meandering ending -- this '60s caper film is a riveting , brisk delight . 1 -the piquant story needs more dramatic meat on its bones . 0 -the film becomes an overwhelming pleasure , and you find yourself rooting for gai's character to avoid the fate that has befallen every other carmen before her . 1 - . . . too slow , too boring , and occasionally annoying . 0 -the film is directed by wally wolodarsky from a script by joe jarvis and greg coolidge . these are names to remember , in order to avoid them in the future . 0 -as it abruptly crosscuts among the five friends , it fails to lend the characters' individual stories enough dramatic resonance to make us care about them . 0 -it's an awfully derivative story . 0 -a rather brilliant little cult item : a pastiche of children's entertainment , superhero comics , and japanese animation . 1 -es una de esas películas de las que uno sale reconfortado , agradecido , genuinamente sorprendido . 1 -a era do gelo diverte , mas não convence . É um passatempo descompromissado – e só . 0 -directed in a flashy , empty sub-music video style by a director so self-possessed he actually adds a period to his first name 0 -paid in full is remarkably engaging despite being noticeably derivative of goodfellas and at least a half dozen other trouble-in-the-ghetto flicks . 1 -there's something fundamental missing from this story : something or someone to care about . 0 -skin of man gets a few cheap shocks from its kids-in-peril theatrics , but it also taps into the primal fears of young people trying to cope with the mysterious and brutal nature of adults . 1 -so much about the film is loopy and ludicrous . . . that it could have been a hoot in a bad-movie way if the laborious pacing and endless exposition had been tightened . 0 - . . . a hokey piece of nonsense that tries too hard to be emotional . 0 -an exhilarating futuristic thriller-noir , minority report twists the best of technology around a gripping story , delivering a riveting , pulse intensifying escapist adventure of the first order 1 -wraps itself in the guise of a dark and quirky comedy , but it isn't as quirky as it thinks it is and its comedy is generally mean-spirited . 0 -leave it to rohmer , now 82 , to find a way to bend current technique to the service of a vision of the past that is faithful to both architectural glories and commanding open spaces of the city as it was more than two centuries ago . 1 -a modest and messy metaphysical thriller offering more questions than answers . 0 -shallow , noisy and pretentious . 0 -a pathetic exploitation film that tries to seem sincere , and just seems worse for the effort . 0 -there aren't many laughs in this interesting study of the cultural mores of georgian jews in tel aviv . 0 -sparkling , often hilarious romantic jealousy comedy . . . attal looks so much like a young robert deniro that it seems the film should instead be called 'my husband is travis bickle' . 1 -the movie understands like few others how the depth and breadth of emotional intimacy give the physical act all of its meaning and most of its pleasure . 1 -time out is as serious as a pink slip . and more than that , it's an observant , unfussily poetic meditation about identity and alienation . 1 - . . . fifty minutes of tedious adolescent melodramatics followed by thirty-five minutes of inflated nonsense . 0 -with an unusual protagonist ( a kilt-wearing jackson ) and subject matter , the improbable " formula 51 " is somewhat entertaining , but it could have been much stronger . 0 -simple , poignant and leavened with humor , it's a film that affirms the nourishing aspects of love and companionship . 1 -snoots will no doubt rally to its cause , trotting out threadbare standbys like 'masterpiece' and 'triumph' and all that malarkey , but rarely does an established filmmaker so ardently waste viewers' time with a gobbler like this . 0 -even if it is generally amusing from time to time , i spy has all the same problems the majority of action comedies have . 0 -a film that will enthrall the whole family . 1 -rosenthal ( halloween ii ) seems to have forgotten everything he ever knew about generating suspense . 0 -the film is small in scope , yet perfectly formed . 1 -best indie of the year , so far . 1 -for all of its insights into the dream world of teen life , and its electronic expression through cyber culture , the film gives no quarter to anyone seeking to pull a cohesive story out of its 2 1/2-hour running time . 0 -hawke's film , a boring , pretentious waste of nearly two hours , doesn't tell you anything except that the chelsea hotel today is populated by whiny , pathetic , starving and untalented artistes . 0 - in the end , white oleander isn't an adaptation of a novel . it's a flashy , star-splashed reduction . 0 -a triumph of pure craft and passionate heart . 1 -an overwrought taiwanese soaper about three people and their mixed-up relationship . 0 -just the sort of lazy tearjerker that gives movies about ordinary folk a bad name . 0 -there's a little violence and lots of sex in a bid to hold our attention , but it grows monotonous after a while , as do joan and philip's repetitive arguments , schemes and treachery . 0 -a film of epic scale with an intimate feeling , a saga of the ups and downs of friendships . 1 -so bland and utterly forgettable that it might as well have been titled generic jennifer lopez romantic comedy . 0 -madonna has made herself over so often now , there's apparently nothing left to work with , sort of like michael jackson's nose . 0 -an ugly , revolting movie . 0 -all of the filmmakers' calculations can't rescue brown sugar from the curse of blandness . 0 -vampire epic succeeds as spooky action-packed trash of the highest order . 1 -well-meaning to a fault , antwone fisher manages the dubious feat of turning one man's triumph of will into everyman's romance comedy . 0 -succeeds as a well-made evocation of a subculture . 1 -it's hard to fairly judge a film like ringu when you've seen the remake first . many of the effective horror elements are dampened through familiarity , [yet] are worthwhile . 1 -after an hour and a half of wondering -- sometimes amusedly , sometimes impatiently -- just what this strenuously unconventional movie is supposed to be , you discover that the answer is as conventional as can be . 0 -chan's stunts are limited and so embellished by editing that there's really not much of a sense of action or even action-comedy . 0 -brave and sweetly rendered love story . 1 -plays like a checklist of everything rob reiner and his cast were sending up . 0 -it's a setup so easy it borders on facile , but keeping the film from cheap-shot mediocrity is its crack cast . 1 -a selection of scenes in search of a movie . 0 -'pocas ideas interesantes , un final pseudo místico que no corresponde al tono general del filme y que deja una sensación de inconformidad que hace pensar más de una vez si vale la pena ir a la taquilla y reclamar el precio del boleto . ' 0 -hard as this may be to believe , here on earth , a surprisingly similar teen drama , was a better film . 0 -a collage of clichés and a dim echo of allusions to other films . 0 -the urban landscapes are detailed down to the signs on the kiosks , and the color palette , with lots of somber blues and pinks , is dreamy and evocative . 1 -if there was any doubt that peter o'fallon didn't have an original bone in his body , a rumor of angels should dispel it . 0 -a thoughtful movie , a movie that is concerned with souls and risk and schemes and the consequences of one's actions . 1 -it gets onto the screen just about as much of the novella as one could reasonably expect , and is engrossing and moving in its own right . 1 -a lean , deftly shot , well-acted , weirdly retro thriller that recalls a raft of '60s and '70s european-set spy pictures . 1 -in spite of good housekeeping's unsavory characters and wwf mentality , this white trash war of the roses is a surprisingly engaging film . 1 -what makes salton sea surprisingly engrossing is that caruso takes an atypically hypnotic approach to a world that's often handled in fast-edit , hopped-up fashion . 1 -fred schepisi's tale of four englishmen facing the prospect of their own mortality views youthful affluence not as a lost ideal but a starting point . 1 -spider-man is in the same category as x-men - occasionally brilliant but mostly average , showing signs of potential for the sequels , but not giving us much this time around . 1 -once again , the intelligence of gay audiences has been grossly underestimated , and a meaty plot and well-developed characters have been sacrificed for skin and flash that barely fizzle . 0 -manipulative claptrap , a period-piece movie-of-the-week , plain old blarney . . . take your pick . all three descriptions suit evelyn , a besotted and obvious drama that tells us nothing new . 0 -nair just doesn't have the necessary self-control to guide a loose , poorly structured film through the pitfalls of incoherence and redundancy . 0 -an unsettling , memorable cinematic experience that does its predecessors proud . 1 -there are plot holes big enough for shamu the killer whale to swim through . 0 -macdowell , whose wifty southern charm has anchored lighter affairs . . . brings an absolutely riveting conviction to her role . 1 -a poignant comedy that offers food for thought . 1 -a smart , steamy mix of road movie , coming-of-age story and political satire . 1 -a little more intensity and a little less charm would have saved this film a world of hurt . 0 -the movie is for fans who can't stop loving anime , and the fanatical excess built into it . 1 -'blue crush' swims away with the sleeper movie of the summer award . 1 -rather quickly , the film falls into a soothing formula of brotherly conflict and reconciliation . 0 -in the end , the movie bogs down in insignificance , saying nothing about kennedy's assassination and revealing nothing about the pathology it pretends to investigate . 0 -oscar wilde's masterpiece , the importance of being earnest , may be the best play of the 19th century . it's so good that its relentless , polished wit can withstand not only inept school productions , but even oliver parker's movie adaptation . 1 -sleek and arty . 1 -bland but harmless . 0 -a dark , dull thriller with a parting shot that misfires . 0 -a beyond-lame satire , teddy bears' picnic ranks among the most pitiful directing debuts by an esteemed writer-actor . 0 -showtime is one of the hapless victims of the arrogant " if we put together a wry white man and a chatty black man and give them guns , the movie will be funny " syndrome . 0 -what makes how i killed my father compelling , besides its terrific performances , is fontaine's willingness to wander into the dark areas of parent-child relationships without flinching . 1 -none of birthday girl's calculated events take us by surprise . . . 0 -offers a clear-eyed chronicle of a female friendship that is more complex and honest than anything represented in a hollywood film . 1 -none of this has the suavity or classical familiarity of bond , but much of it is good for a laugh . the problem with " xxx " is that its own action isn't very effective . 0 -imagine a film that begins as a seven rip-off , only to switch to a mix of the shining , the thing , and any naked teenagers horror flick from the 1980s . 0 - " the quiet american " begins in saigon in 1952 . that's its first sign of trouble . 1 -a worthwhile documentary , whether you're into rap or not , even if it may still leave you wanting more answers as the credits roll . 1 -the first shocking thing about sorority boys is that it's actually watchable . even more baffling is that it's funny . 1 - . . . has virtually no script at all . . . 0 -yes , 4ever is harmless in the extreme and it'll mute your kids for nearly 80 minutes , but why not just treat the little yard apes to the real deal and take them to spirited away ? 0 -given how heavy-handed and portent-heavy it is , this could be the worst thing soderbergh has ever done . 0 - . . . feels as if ( there's ) a choke leash around your neck so director nick cassavetes can give it a good , hard yank whenever he wants you to feel something . 0 -the darker elements of misogyny and unprovoked violence suffocate the illumination created by the two daughters and the sparse instances of humor meant to shine through the gloomy film noir veil . 0 -an ambitious , guilt-suffused melodrama crippled by poor casting . 0 -the film has too many spots where it's on slippery footing , but is acceptable entertainment for the entire family and one that's especially fit for the kiddies . 0 -the chateau is a risky venture that never quite goes where you expect and often surprises you with unexpected comedy . 1 -the film doesn't show enough of the creative process or even of what was created for the non-fan to figure out what makes wilco a big deal . 0 -audiard successfully maintains suspense on different levels throughout a film that is both gripping and compelling . 1 -it collapses when mr . taylor tries to shift the tone to a thriller's rush . 0 -a celebration of quirkiness , eccentricity , and certain individuals' tendency to let it all hang out , and damn the consequences . 1 diff --git a/data_sets/cls/mr/seed5/test.txt b/data_sets/cls/mr/seed5/test.txt deleted file mode 100644 index 75c044b..0000000 --- a/data_sets/cls/mr/seed5/test.txt +++ /dev/null @@ -1,500 +0,0 @@ -an unintentional parody of every teen movie made in the last five years . 0 -a visually flashy but narratively opaque and emotionally vapid exercise in style and mystification . 0 -while it would be easy to give crush the new title of two weddings and a funeral , it's a far more thoughtful film than any slice of hugh grant whimsy . 1 -a recent favourite at sundance , this white-trash satire will inspire the affection of even those unlucky people who never owned a cassette of def leppard's pyromania . 1 -the movie has an avalanche of eye-popping visual effects . 1 -smart science fiction for grown-ups , with only a few false steps along the way . 1 -it turns out to be a cut above the norm , thanks to some clever writing and sprightly acting . 1 -the filmmakers skillfully evoke the sense of menace that nature holds for many urban dwellers . 1 -on its own cinematic terms , it successfully showcases the passions of both the director and novelist byatt . 1 -surprisingly , considering that baird is a former film editor , the movie is rather choppy . 0 -you leave feeling like you've endured a long workout without your pulse ever racing . 0 -the misery of these people becomes just another voyeuristic spectacle , to be consumed and forgotten . 0 -toward the end sum of all fears morphs into a mundane '70s disaster flick . 0 -there are things to like about murder by numbers -- but , in the end , the disparate elements don't gel . 0 -so riddled with unanswered questions that it requires gargantuan leaps of faith just to watch it plod along . 0 -bennett's dramatization of her personal descent into post-breakup perdition has a morbid appeal that's tough to shake . 1 -though the violence is far less sadistic than usual , the film is typical miike : fast , furious and full of off-the-cuff imaginative flourishes . 1 -this examination of aquatic life off the shores of the baja california peninsula of mexico offers an engrossing way to demonstrate the virtues of the imax format . 1 -it's a drag how nettelbeck sees working women -- or at least this working woman -- for whom she shows little understanding . 0 -if you are curious to see the darker side of what's going on with young tv actors ( dawson leery did what ? ! ? ) , or see some interesting storytelling devices , you might want to check it out , but there's nothing very attractive about this movie . 0 -in the end , the weight of water comes to resemble the kind of soft-core twaddle you'd expect to see on showtime's 'red shoe diaries . ' 0 -a compelling coming-of-age drama about the arduous journey of a sensitive young girl through a series of foster homes and a fierce struggle to pull free from her dangerous and domineering mother's hold over her . 1 -journalistically dubious , inept and often lethally dull . 0 -director oliver parker labors so hard to whip life into the importance of being earnest that he probably pulled a muscle or two . 0 -as the movie dragged on , i thought i heard a mysterious voice , and felt myself powerfully drawn toward the light -- the light of the exit sign . i have returned from the beyond to warn you : this movie is 90 minutes long , and life is too short . 0 -this tale has been told and retold ; the races and rackets change , but the song remains the same . 0 -the film favors the scientific over the spectacular ( visually speaking ) . 0 -as a singular character study , it's perfect . it's also the year's sweetest movie . 1 -while the mystery unravels , the characters respond by hitting on each other . 0 -children , christian or otherwise , deserve to hear the full story of jonah's despair -- in all its agonizing , catch-22 glory -- even if they spend years trying to comprehend it . 0 -edited and shot with a syncopated style mimicking the work of his subjects , pray turns the idea of the documentary on its head , making it rousing , invigorating fun lacking any mtv puffery . 1 -a wretched movie that reduces the second world war to one man's quest to find an old flame . 0 -deadly dull , pointless meditation on losers in a gone-to-seed hotel . 0 -the movie's something-borrowed construction feels less the product of loving , well integrated homage and more like a mere excuse for the wan , thinly sketched story . killing time , that's all that's going on here . 0 -what soured me on the santa clause 2 was that santa bumps up against 21st century reality so hard , it's icky . 0 -an impossible romance , but we root for the patronized iranian lad . 1 -what full frontal lacks in thematic coherence it largely makes up for as loosey-goosey , experimental entertainment . still , i'm not quite sure what the point is… 1 -an improvement on the feeble examples of big-screen poke-mania that have preceded it . 0 -a film neither bitter nor sweet , neither romantic nor comedic , neither warm nor fuzzy . 0 -[hawn's character]is so bluntly written , without a trace of sentimentality , and so blisteringly defined , that every other character seems overlooked and underwritten . 1 -greengrass has delivered an undoubted stylistic tour-de-force , and has managed elements such as sound and cinematography with skill 1 - at its best , it's black hawk down with more heart . at its worst , it's rambo- meets-john ford . 0 -star wars is back in a major way . 1 -sitting through the last reel ( spoiler alert ! ) is significantly less charming than listening to a four-year-old with a taste for exaggeration recount his halloween trip to the haunted house . 0 -a humorless journey into a philosophical void . 0 -an ugly-duckling tale so hideously and clumsily told it feels accidental . 0 -the film's 45-minute running time stops shy of overkill , though viewers may be more exhausted than the athletes onscreen . 1 - . . . a polished and relatively sincere piece of escapism . 1 -feels shrill , simple and soapy . 0 -just another combination of bad animation and mindless violence . . . lacking the slightest bit of wit or charm . 0 -this heist flick about young brooklyn hoods is off the shelf after two years to capitalize on the popularity of vin diesel , seth green and barry pepper . it should have stayed there . 0 -while the performances are often engaging , this loose collection of largely improvised numbers would probably have worked better as a one-hour tv documentary . 0 -brown's saga , like many before his , makes for snappy prose but a stumblebum of a movie . 0 -what you end up getting is the vertical limit of surfing movies - memorable stunts with lots of downtime in between . 0 -an absorbing trip into the minds and motivations of people under stress as well as a keen , unsentimental look at variations on the theme of motherhood . 1 -the characters are never more than sketches . . . which leaves any true emotional connection or identification frustratingly out of reach . 0 -fuller would surely have called this gutsy and at times exhilarating movie a great yarn . 1 -this is a very fine movie -- go see it . 1 -having never been a huge fan of dickens' 800-page novel , it surprised me how much pleasure i had watching mcgrath's version . 1 -feels like a cold old man going through the motions . 0 - . . . a weak and ineffective ghost story without a conclusion or pay off . 0 -lauren ambrose comes alive under the attention from two strangers in town - with honest performances and realistic interaction between the characters , this is a coming-of-age story with a twist . 1 - . . . a joke at once flaky and resonant , lightweight and bizarrely original . 1 -japan's premier stylist of sex and blood hits audiences with what may be his most demented film to date . 1 -murderous maids may well be the most comprehensive of these films and also strike closest to the truth . 1 - . . . jones , despite a definitely distinctive screen presence , just isn't able to muster for a movie that , its title notwithstanding , should have been a lot nastier if it wanted to fully capitalize on its lead's specific gifts . 0 -a perfectly acceptable , perfectly bland , competently acted but by no means scary horror movie . 0 -it doesn't matter that the film is less than 90 minutes . it still feels like a prison stretch . 0 -a pathetically inane and unimaginative cross between xxx and vertical limit . 0 -it's hard to imagine any recent film , independent or otherwise , that makes as much of a mess as this one . 0 -by-the-numbers yarn . 0 -so young , so smart , such talent , such a wise . 1 -the actresses may have worked up a back story for the women they portray so convincingly , but viewers don't get enough of that background for the characters to be involving as individuals rather than types . 0 -about as enjoyable , i would imagine , as searching for a quarter in a giant pile of elephant feces . . . positively dreadful . 0 -two hours of melodramatic musical married to two hours of underdog sports intrigue , if the picture also shares the weaknesses of both genres , more's the pity . 1 -if the message seems more facile than the earlier films , the images have such a terrible beauty you may not care . 1 -you could say that it's slow at times , you could say that a few of the characters act in ways that real people wouldn't , but one thing you couldn't say is that alias betty is predictable . 1 -quite frankly , i can't see why any actor of talent would ever work in a mcculloch production again if they looked at how this movie turned out . 0 -the story is so light and sugary that were it a macy's thanksgiving day parade balloon , extra heavy-duty ropes would be needed to keep it from floating away . 0 -i never thought i'd say this , but i'd much rather watch teens poking their genitals into fruit pies ! 0 -an excellent romp that boasts both a heart and a mind . 1 -the umpteenth summer skinny dip in jerry bruckheimer's putrid pond of retread action twaddle . 0 -one lousy movie . 0 -reeks of rot and hack work from start to finish . 0 -the invincible werner herzog is alive and well and living in la 1 -a light , engaging comedy that fumbles away almost all of its accumulated enjoyment with a crucial third act miscalculation . 0 -though this rude and crude film does deliver a few gut-busting laughs , its digs at modern society are all things we've seen before . 0 -beware the quirky brit-com . they can and will turn on a dime from oddly humorous to tediously sentimental . 0 -equlibrium could pass for a thirteen-year-old's book report on the totalitarian themes of 1984 and farenheit 451 . 0 -its weighty themes are too grave for youngsters , but the story is too steeped in fairy tales and other childish things to appeal much to teenagers . 0 -if nothing else , this movie introduces a promising , unusual kind of psychological horror . 1 -nicolas philibert observes life inside a one-room schoolhouse in northern france in his documentary to be and to have , easily one of the best films of the year . 1 -this misty-eyed southern nostalgia piece , in treading the line between sappy and sanguine , winds up mired in tear-drenched quicksand . 0 -there's no getting around the fact that this is revenge of the nerds revisited -- again . 0 -everything is pegged into the groove of a new york dating comedy with 'issues' to simplify . 0 -as teen movies go , " orange county " is a refreshing change 1 -an awkwardly garish showcase that diverges from anything remotely probing or penetrating . 0 -at its best , the good girl is a refreshingly adult take on adultery . . . 1 -director benoit jacquot , making his first opera-to-film translation with tosca , conveys the heaving passion of puccini's famous love-jealousy- murder-suicide fandango with great cinematic innovation . 1 -bright seems alternately amused and disgusted with this material , and he can't help throwing in a few of his own touches . 1 -all the movie's narrative gymnastics can't disguise the fact that it's inauthentic at its core and that its story just isn't worth telling . 0 -circuit queens won't learn a thing , they'll be too busy cursing the film's strategically placed white sheets . 0 -a masterpiece four years in the making . 1 -it is a film that will have people walking out halfway through , will encourage others to stand up and applaud , and will , undoubtedly , leave both camps engaged in a ferocious debate for years to come . 1 -i like it . no , i hate it . no , i love it . . . hell , i dunno . 0 - . . . the gentle melding of drama and comedy makes " what time is it there ? " something the true film buff will enjoy . 1 -this is a raw and disturbing tale that took five years to make , and the trio's absorbing narrative is a heart-wrenching showcase indeed . 1 -it's a beautifully accomplished lyrical meditation on a bunch of despondent and vulnerable characters living in the renown chelsea hotel . . . 1 -rarely do films come along that are as intelligent , exuberant , and moving as monsoon wedding . 1 -the images are usually abbreviated in favor of mushy obviousness and telegraphed pathos , particularly where whitaker's misfit artist is concerned . 0 -eventually , they will have a showdown , but , by then , your senses are as mushy as peas and you don't care who fires the winning shot . 0 -it's sincere to a fault , but , unfortunately , not very compelling or much fun . 0 -karmen moves like rhythm itself , her lips chanting to the beat , her long , braided hair doing little to wipe away the jeweled beads of sweat . 1 -this warm and gentle romantic comedy has enough interesting characters to fill several movies , and its ample charms should win over the most hard-hearted cynics . 1 -bow's best moments are when he's getting busy on the basketball court because that's when he really scores . 1 -at its best early on as it plays the culture clashes between the brothers . 1 -in adobo , ethnicity is not just the spice , but at the heart of more universal concerns . 1 -an incredibly low-rent danish film , it brings a group of people together in a sweet and charming way , if a little convenient 1 -if jews were catholics , this would be catechism 0 -after making several adaptations of other writers' work , armenian-canadian director atom egoyan broached an original treatment of a deeply personal subject . 1 -cattaneo should have followed the runaway success of his first film , the full monty , with something different . 0 -thoughtful , provocative and entertaining . 1 -a taut , intelligent psychological drama . 1 -it's not exactly worth the bucks to expend the full price for a date , but when it comes out on video , it's well worth a rental . 0 -trying to make head or tail of the story in the hip-hop indie snipes is enough to give you brain strain -- and the pay-off is negligible . 0 -although the sequel has all the outward elements of the original , the first film's lovely flakiness is gone , replaced by the forced funniness found in the dullest kiddie flicks . 0 -hilarious , touching and wonderfully dyspeptic . 1 - if the predictability of bland comfort food appeals to you , then the film is a pleasant enough dish . 0 -a non-britney person might survive a screening with little harm done , except maybe for the last 15 minutes , which are as maudlin as any after-school special you can imagine . 0 -mild , meandering teen flick . 0 -new ways of describing badness need to be invented to describe exactly how bad it is . 0 -very solid , very watchable first feature for director peter sheridan 1 -director nalin pan doesn't do much to weigh any arguments one way or the other . he simply presents his point of view that ayurveda works . no question . 1 -bigelow handles the nuclear crisis sequences evenly but milks drama when she should be building suspense , and drags out too many scenes toward the end that should move quickly . 0 - . . . always remains movingly genuine . 1 -ferrara directs the entire film with the kind of detachment that makes any given frame look like a family's custom-made christmas card . 1 -it is messy , uncouth , incomprehensible , vicious and absurd . 0 -less-than-compelling documentary of a yiddish theater clan . 0 -benigni presents himself as the boy puppet pinocchio , complete with receding hairline , weathered countenance and american breckin meyer's ridiculously inappropriate valley boy voice . 0 - . . . blade ii is more enjoyable than the original . 1 -it's a minor comedy that tries to balance sweetness with coarseness , while it paints a sad picture of the singles scene . 1 -disney's live-action division has a history of releasing cinematic flotsam , but this is one occasion when they have unearthed a rare gem . 1 -one of the best , most understated performances of [jack nicholson's] career . 1 -with the exception of mccoist , the players don't have a clue on the park . the acting isn't much better . 0 -gets under the skin of a man who has just lost his wife . 1 -a graceful , contemplative film that gradually and artfully draws us into a world where the personal and the political get fatally intertwined . 1 -my own minority report is that it stinks . 0 -the adventures of pluto nash is a whole lot of nada . 0 -spielberg is the rare director who does not want to invite viewers to gawk at or applaud his special effects . he just wants them to be part of the action , the wallpaper of his chosen reality . here , thankfully , they are . 1 -windtalkers is shapelessly gratifying , the kind of movie that invites you to pick apart its faults even as you have to admit that somehow it hit you where you live . 1 -rich in detail , gorgeously shot and beautifully acted , les destinees is , in its quiet , epic way , daring , inventive and refreshingly unusual . 1 -the whole cast looks to be having so much fun with the slapstick antics and silly street patois , tossing around obscure expressions like bellini and mullinski , that the compact 86 minutes breezes by . 1 -a thoughtful , provocative , insistently humanizing film . 1 -even those who would like to dismiss the film outright should find much to mull and debate . 1 -though of particular interest to students and enthusiast of international dance and world music , the film is designed to make viewers of all ages , cultural backgrounds and rhythmic ability want to get up and dance . 1 -maybe it's just because this past year has seen the release of some of the worst film comedies in decades . . . but honestly , analyze that really isn't all that bad . 1 -a film of precious increments artfully camouflaged as everyday activities . 1 -bullock does a good job here of working against her natural likability . 1 -unfortunately , kapur modernizes a . e . w . mason's story to suit the sensibilities of a young american , a decision that plucks " the four feathers " bare . 0 -an intelligent , earnest , intimate film that drops the ball only when it pauses for blunt exposition to make sure you're getting its metaphysical point . 1 -narratively , trouble every day is a plodding mess . 0 -mr . soderbergh's direction and visual style struck me as unusually and unimpressively fussy and pretentious . 0 -the film makes a strong case for the importance of the musicians in creating the motown sound . 1 -renner's performance as dahmer is unforgettable , deeply absorbing . 1 -whether seen on a 10-inch television screen or at your local multiplex , the edge-of-your-seat , educational antics of steve irwin are priceless entertainment . 1 -if the movie were all comedy , it might work better . but it has an ambition to say something about its subjects , but not a willingness . 0 -peralta's mythmaking could have used some informed , adult hindsight . 0 -the transporter is as lively and as fun as it is unapologetically dumb 1 -superior genre storytelling , which gets under our skin simply by crossing the nuclear line . 1 -often gruelling and heartbreaking to witness , but seldahl and wollter's sterling performances raise this far above the level of the usual maudlin disease movie . 1 -hu and liu offer natural , matter-of-fact performances that glint with sorrow , longing and love . 1 -clever but not especially compelling . 0 -it's probably not easy to make such a worthless film . . . 0 -never once predictable . 1 -the film's overall mood and focus is interesting but constantly unfulfilling . 0 -i admired this work a lot . 1 -nair does capture the complexity of a big family and its trials and tribulations . . . 1 -while not as aggressively impressive as its american counterpart , " in the bedroom , " moretti's film makes its own , quieter observations 1 -confusion is one of my least favourite emotions , especially when i have to put up with 146 minutes of it . 0 -[h]ad i suffered and bled on the hard ground of ia drang , i'd want something a bit more complex than we were soldiers to be remembered by . 0 -it all looks and plays like a $40 million version of a game you're more likely to enjoy on a computer . 0 -the entire movie is so formulaic and forgettable that it's hardly over before it begins to fade from memory . 0 -chicago is sophisticated , brash , sardonic , completely joyful in its execution . 1 -fear permeates the whole of stortelling , todd solondz' oftentimes funny , yet ultimately cowardly autocritique . 0 -the plot is so amusingly contrived and outlandish in its coincidences that no one could ever mistake it for anything resembling reality 1 -this 100-minute movie only has about 25 minutes of decent material . 0 -all but the most persnickety preteens should enjoy this nonthreatening but thrilling adventure . 1 -a zippy 96 minutes of mediocre special effects , hoary dialogue , fluxing accents , and -- worst of all -- silly-looking morlocks . 0 -tries to work in the same vein as the brilliance of animal house but instead comes closer to the failure of the third revenge of the nerds sequel . 0 -occasionally melodramatic , it's also extremely effective . 1 -despite the long running time , the pace never feels slack -- there's no scene that screams " bathroom break ! " 1 -few films this year have been as resolute in their emotional nakedness . 1 -'yes , that's right : it's forrest gump , angel of death . ' 0 -directed without the expected flair or imagination by hong kong master john woo , windtalkers airs just about every cliche in the war movie compendium across its indulgent two-hour-and-fifteen-minute length . 0 -'compleja e intelectualmente retadora , el ladrón de orquídeas es uno de esos filmes que vale la pena ver precisamente por su originalidad . ' 1 -does what a fine documentary does best : it extends a warm invitation into an unfamiliar world , then illuminates it fully and allows the larger implications of the journey to sink in unobtrusively . 1 -just the labour involved in creating the layered richness of the imagery in this chiaroscuro of madness and light is astonishing . 1 -the film is faithful to what one presumes are the book's twin premises -- that we become who we are on the backs of our parents , but we have no idea who they were at our age ; and that time is a fleeting and precious commodity no matter how old you are . 1 -as hugh grant says repeatedly throughout the movie , 'lovely ! brilliant ! ' 1 -invincible is a wonderful movie . 1 -you'll be left with the sensation of having just witnessed a great performance and , perhaps , give in to the urge to get on your feet and shake it . 1 -in the book-on-tape market , the film of " the kid stays in the picture " would be an abridged edition 0 -glizty but formulaic and silly . . . cagney's 'top of the world' has been replaced by the bottom of the barrel . 0 -the makers of mothman prophecies succeed in producing that most frightening of all movies -- a mediocre horror film too bad to be good and too good to be bad . 0 -mr . parker has brilliantly updated his source and grasped its essence , composing a sorrowful and hilarious tone poem about alienated labor , or an absurdist workplace sitcom . 1 -as bundy , michael reilly burke ( octopus 2 : river of fear ) has just the right amount of charisma and menace . 1 -i found myself growing more and more frustrated and detached as vincent became more and more abhorrent . 0 -the crime matters less than the characters , although the filmmakers supply enough complications , close calls and double-crosses to satisfy us . 1 - . . . standard guns versus martial arts cliche with little new added . 0 -the film's real appeal won't be to clooney fans or adventure buffs , but to moviegoers who enjoy thinking about compelling questions with no easy answers . 1 -a boring , pretentious muddle that uses a sensational , real-life 19th-century crime as a metaphor for -- well , i'm not exactly sure what -- and has all the dramatic weight of a raindrop . 0 -more honest about alzheimer's disease , i think , than iris . 1 -there's the plot , and a maddeningly insistent and repetitive piano score that made me want to scream . 0 -novak manages to capture a cruelly hilarious vein of black comedy in the situation with his cast of non-actors and a gritty , no-budget approach . 1 -this delicately observed story , deeply felt and masterfully stylized , is a triumph for its maverick director . 1 -at best , cletis tout might inspire a trip to the video store -- in search of a better movie experience . 0 -a tired , unimaginative and derivative variation of that already-shallow genre . 0 -baran isn't the most transporting or gripping film from iran -- or , indeed , by its director -- but it's a worthy companion to the many fine , focused films emerging from that most surprising of nations . 1 -there are some fairly unsettling scenes , but they never succeed in really rattling the viewer . 0 -let's issue a moratorium , effective immediately , on treacly films about inspirational prep-school professors and the children they so heartwarmingly motivate . 0 -[t]oo many of these gross out scenes . . . 0 -it is ridiculous , of course . . . but it is also refreshing , disarming , and just outright enjoyable despite its ridiculousness . 1 -this slow-moving swedish film offers not even a hint of joy , preferring to focus on the humiliation of martin as he defecates in bed and urinates on the plants at his own birthday party . 0 -rifkin no doubt fancies himself something of a hubert selby jr . , but there isn't an ounce of honest poetry in his entire script ; it's simply crude and unrelentingly exploitative . 0 -the laser-projected paintings provide a spell-casting beauty , while russell and dreyfus are a romantic pairing of hearts , preciously exposed as history corners them . 1 -the french director has turned out nearly 21/2 hours of unfocused , excruciatingly tedious cinema that , half an hour in , starts making water torture seem appealing . 0 -an uplifting , largely bogus story . 0 -a thunderous ride at first , quiet cadences of pure finesse are few and far between ; their shortage dilutes the potency of otherwise respectable action . still , this flick is fun , and host to some truly excellent sequences . 1 -wait for it to hit cable . 0 -the re- enactments , however fascinating they may be as history , are too crude to serve the work especially well . 0 -the ending does leave you unfulfilled , but these are performances to enjoy in a memorable ensemble piece . 1 -the next big thing's not-so-big ( and not-so-hot ) directorial debut . 0 -for the first two-thirds of this sparklingly inventive and artful , always fast and furious tale , kids will go happily along for the ride . 1 -just another fish-out-of-water story that barely stays afloat . 1 -labute can't avoid a fatal mistake in the modern era : he's changed the male academic from a lower-class brit to an american , a choice that upsets the novel's exquisite balance and shreds the fabric of the film . 0 -a candid and often fascinating documentary about a pentecostal church in dallas that assembles an elaborate haunted house each year to scare teenagers into attending services . 1 -a movie for 11-year-old boys with sports dreams of their own and the preteen girls who worship lil' bow wow . 1 -one of these days hollywood will come up with an original idea for a teen movie , but until then there's always these rehashes to feed to the younger generations . 0 -i can imagine this movie as a b&w british comedy , circa 1960 , with peter sellers , kenneth williams , et al . , but at this time , with this cast , this movie is hopeless . 0 -meanders between its powerful moments . 0 -adults , other than the parents . . . will be hard pressed to succumb to the call of the wild . 0 -andy garcia enjoys one of his richest roles in years and mick jagger gives his best movie performance since , well , performance . 1 -as weber and weissman demonstrate with such insight and celebratory verve , the cockettes weren't as much about gender , sexual preference or political agitprop as they were simply a triumph of the indomitable human will to rebel , connect and create . 1 -it's not so much enjoyable to watch as it is enlightening to listen to new sides of a previous reality , and to visit with some of the people who were able to make an impact in the theater world . 1 -it's a great deal of sizzle and very little steak . but what spectacular sizzle it is ! . . . in this incarnation its fizz is infectious . 1 -fisher has bared his soul and confronted his own shortcomings here in a way . . . that feels very human and very true to life . 1 -[a] rare , beautiful film . 1 -the most memorable moment was when green threw medical equipment at a window ; not because it was particularly funny , but because i had a serious urge to grab the old lady at the end of my aisle's walker and toss it at the screen in frustration . 0 -the movie's eventual success should be credited to dennis quaid , in fighting trim shape as an athlete as well as an actor 1 -somewhere in the middle , the film compels , as demme experiments he harvests a few movie moment gems , but the field of roughage dominates . 0 -glazed with a tawdry b-movie scum . 0 -responsável direto pelo fracasso 'artístico' de doce lar , o roteirista c . jay cox não consegue sequer aproveitar os pouquíssimos momentos em que escapa da mediocridade . 0 -as a belated nod to some neglected all-stars , standing in the shadows of motown is cultural history of the best kind : informative , revealing and richly entertaining . 1 -a vivid cinematic portrait . 1 -irwin and his director never come up with an adequate reason why we should pay money for what we can get on television for free . 0 -it shows that some studios firmly believe that people have lost the ability to think and will forgive any shoddy product as long as there's a little girl-on-girl action . 0 -never mind whether you buy the stuff about barris being a cia hit man . the kooky yet shadowy vision clooney sustains throughout is daring , inventive and impressive . 1 -cedar takes a very open-minded approach to this sensitive material , showing impressive control , both visually and in the writing . 1 -it wraps up a classic mother/daughter struggle in recycled paper with a shiny new bow and while the audience can tell it's not all new , at least it looks pretty . 0 -reinforces the talents of screenwriter charlie kaufman , creator of adaptation and being john malkovich . 1 -a mimetic approximation of better films like contempt and 8 1/2 . 0 -remains a solid , if somewhat heavy-handed , account of the near-disaster . . . done up by howard with a steady , if not very imaginative , hand . 1 -not so much farcical as sour . 0 -ana is a vivid , vibrant individual and the movie's focus upon her makes it successful and accessible . 1 -an experience so engrossing it is like being buried in a new environment . 1 -energetic and boldly provocative . 1 -the film is just a big , gorgeous , mind-blowing , breath-taking mess . 1 -has its charming quirks and its dull spots . 0 -the story suffers a severe case of oversimplification , superficiality and silliness . 0 -the plot grows thin soon , and you find yourself praying for a quick resolution . 0 - . . . spiced with humor ( 'i speak fluent flatula , ' advises denlopp after a rather , er , bubbly exchange with an alien deckhand ) and witty updatings ( silver's parrot has been replaced with morph , a cute alien creature who mimics everyone and everything around ) 1 -hilarious , acidic brit comedy . 1 -a generic international version of a typical american horror film . 0 -' . . . both hokey and super-cool , and definitely not in a hurry , so sit back , relax and have a few laughs while the little ones get a fuzzy treat . ' 1 -a gentle blend of present day testimonials , surviving footage of burstein and his family performing , historical archives , and telling stills . 1 -this is a startling film that gives you a fascinating , albeit depressing view of iranian rural life close to the iraqi border . 1 -adam sandler's eight crazy nights grows on you -- like a rash . 0 -instead of building to a laugh riot we are left with a handful of disparate funny moments of no real consequence . 0 -an idealistic love story that brings out the latent 15-year-old romantic in everyone . 1 -sadly , though many of the actors throw off a spark or two when they first appear , they can't generate enough heat in this cold vacuum of a comedy to start a reaction . 0 -there are just enough twists in the tale to make it far more satisfying than almost any horror film in recent memory . 1 -the piano teacher , like its title character , is repellantly out of control . 0 -boy oh boy , it's a howler . 0 -westfeldt and juergensen exude a chemistry and comfort level that's both saucy and endearing . 1 - . . . contains very few laughs and even less surprises . 0 -never [sinks] into exploitation . 1 -sets animation back 30 years , musicals back 40 years and judaism back at least 50 . 0 -possibly the most irresponsible picture ever released by a major film studio . 0 -in scope , ambition and accomplishment , children of the century . . . takes kurys' career to a whole new level . 1 -a romantic comedy that operates by the rules of its own self-contained universe . 1 -here's a british flick gleefully unconcerned with plausibility , yet just as determined to entertain you . 1 -what really surprises about wisegirls is its low-key quality and genuine tenderness . 1 -some movies are like a tasty hors-d'oeuvre ; this one is a feast . 1 -the film's greatest asset is how much it's not just another connect-the-dots , spy-on-the-run picture . 1 -the appearance of treebeard and gollum's expanded role will either have you loving what you're seeing , or rolling your eyes . i loved it ! gollum's 'performance' is incredible ! 1 -the director , steven shainberg , has succeeded by focusing intently on his characters , making them quirky individuals rather than figures of fun . 1 -a film that takes you inside the rhythms of its subject : you experience it as you watch . 1 -you don't have to be an especially tough grader to give a charitable b-minus to the emperor's club . 1 -has no reason to exist , other than to employ hollywood kids and people who owe favors to their famous parents . 0 -dogtown is hollow , self-indulgent , and - worst of all - boring . 0 -often hilarious , well-shot and , importantly , entertaining , hell house is a fascinating document of an event that has to be seen to be believed . 1 -jason x has cheesy effects and a hoary plot , but its macabre , self-deprecating sense of humor makes up for a lot . 1 -bluto blutarsky , we miss you . 0 -so many documentaries like this presuppose religious bigotry or zealous nuttiness of its antagonists , but family fundamentals displays a rare gift for unflinching impartiality . 1 -confuses its message with an ultimate desire to please , and contorting itself into an idea of expectation is the last thing any of these three actresses , nor their characters , deserve . 0 -is office work really as alienating as 'bartleby' so effectively makes it ? 1 -the powers team has fashioned a comedy with more laughs than many , no question . but this time there's some mold on the gold . 1 -no amount of blood and disintegrating vampire cadavers can obscure this movie's lack of ideas . 0 -watching queen of the damned is like reading a research paper , with special effects tossed in . 0 -a breezy , diverting , conventional , well-acted tale of two men locked in an ongoing game of cat-and-cat . 1 -a few pieces of the film buzz and whir ; very little of it actually clicks . the thing just never gets off the ground . 0 -when a movie asks you to feel sorry for mick jagger's sex life , it already has one strike against it . 0 -a startling and fresh examination of how the bike still remains an ambiguous icon in chinese society . 1 -there are moments in this account of the life of artist frida kahlo that are among cinema's finest this year . unfortunately , they're sandwiched in between the most impossibly dry account of kahlo's life imaginable . 1 -there are enough throwaway references to faith and rainbows to plant smile-button faces on that segment of the populace that made a walk to remember a niche hit . 0 - . . . understands that a generation defines its music as much as the music defines a generation . 1 - . . . tackling a low-budget movie in which inexperienced children play the two main characters might not be the best way to cut your teeth in the film industry . 0 -a miniscule little bleep on the film radar , but one that many more people should check out 1 -hayek is stunning as frida and . . . a star-making project . 1 -when seagal appeared in an orange prison jumpsuit , i wanted to stand up in the theater and shout , 'hey , kool-aid ! ' 0 -what makes the movie a comedy is the way it avoids the more serious emotions involved . 1 -such an incomprehensible mess that it feels less like bad cinema than like being stuck in a dark pit having a nightmare about bad cinema . 0 -not for everyone , but for those with whom it will connect , it's a nice departure from standard moviegoing fare . 1 -bisset delivers a game performance , but she is unable to save the movie . 0 -fails as a dystopian movie , as a retooling of fahrenheit 451 , and even as a rip-off of the matrix . 0 -cute , funny , heartwarming digitally animated feature film with plenty of slapstick humor for the kids , lots of in-jokes for the adults and heart enough for everyone . 1 -the actors are so terrific at conveying their young angst , we do indeed feel for them . 1 -witty , touching and well paced . 1 -unlike most teen flicks , swimming takes its time to tell its story , casts mostly little-known performers in key roles , and introduces some intriguing ambiguity . 1 - . . . a poignant and powerful narrative that reveals that reading writing and arithmetic are not the only subjects to learn in life . 1 -the cumulative effect of the movie is repulsive and depressing . 0 -brisk hack job . 0 -[anderson] uses a hit-or-miss aesthetic that hits often enough to keep the film entertaining even if none of it makes a lick of sense . 1 -empire can't make up its mind whether it wants to be a gangster flick or an art film . it doesn't work as either . 0 -charlize chases kevin with a gun . courtney chases stuart with a cell phone . the sound of gunfire and cell phones ringing . 0 -disturbing and brilliant documentary . 1 -the two leads chomp considerably more scenery with their acting than fire-breathing monsters barbecue with their breath . . . 1 -draggin' about dragons 0 -throw smoochy from the train ! 0 -i have to admit i walked out of runteldat . i did go back and check out the last 10 minutes , but these were more repulsive than the first 30 or 40 minutes . 0 -'the war of the roses , ' trailer-trash style . entertaining but like shooting fish in a barrel . 0 -an enjoyably half-wit remake of the venerable italian comedy big deal on madonna street . 1 -calculated swill . 0 -those with an interest in new or singular sorts of film experiences will find what time is it there ? well worth the time . 1 -it's just not very smart . 0 -cold and scattered , minority report commands interest almost solely as an exercise in gorgeous visuals . that's not vintage spielberg and that , finally , is minimally satisfying . 0 - . . . a complete shambles of a movie so sloppy , so uneven , so damn unpleasant that i can't believe any viewer , young or old , would have a good time here . 0 -a well-made but emotionally scattered film whose hero gives his heart only to the dog . 0 -a direct-to-void release , heading nowhere . 0 -although it tries to be much more , it's really just another major league . 0 -often moving and explores the discomfort inherent in the contacts between the american 'hosts' and their 'guests . ' 1 -a film that should be relegated to a dark video store corner is somehow making its way instead to theaters . it's hard to imagine acting that could be any flatter . 0 -noyce's film is contemplative and mournfully reflective . 1 -during the tuxedo's 90 minutes of screen time , there isn't one true 'chan moment' . 0 -a mostly intelligent , engrossing and psychologically resonant suspenser . 1 -an awful lot like one of [spears'] music videos in content -- except that it goes on for at least 90 more minutes and , worse , that you have to pay if you want to see it . 0 -if there's a way to effectively teach kids about the dangers of drugs , i think it's in projects like the ( unfortunately r-rated ) paid . 1 -the isolated moments of creative insanity finally are lost in the thin soup of canned humor . 0 -'the château is never quite able to overcome the cultural moat surrounding its ludicrous and contrived plot . ' 0 -a real movie , about real people , that gives us a rare glimpse into a culture most of us don't know . 1 -[ " take care of my cat " ] is an honestly nice little film that takes us on an examination of young adult life in urban south korea through the hearts and minds of the five principals . 1 -farrell . . . thankfully manages to outshine the role and successfully plays the foil to willis's world-weary colonel . 1 - . . . hokey art house pretension . 0 -the effort is sincere and the results are honest , but the film is so bleak that it's hardly watchable . 0 -a modest masterpiece . 1 -it represents better-than-average movie-making that doesn't demand a dumb , distracted audience . 1 -there are moments it can be heart-rending in an honest and unaffected ( and gentle ) way . 1 -a static and sugary little half-hour , after-school special about interfaith understanding , stretched out to 90 minutes . 0 -the result is something quite fresh and delightful . 1 - . . . unlike [scorsese's mean streets] , ash wednesday is essentially devoid of interesting characters or even a halfway intriguing plot . 0 -this thing is just garbage . 0 -a solidly seaworthy chiller . 1 -as expected , sayles' smart wordplay and clever plot contrivances are as sharp as ever , though they may be overshadowed by some strong performances . 1 -full frontal had no effect and elicited no sympathies for any of the characters . by that measure , it is a failure . 0 -truly terrible . 0 -it's neither as romantic nor as thrilling as it should be . but it offers plenty to ponder and chew on as its unusual relationship slowly unfolds . 1 -though its atmosphere is intriguing . . . the drama is finally too predictable to leave much of an impression . 0 -not one moment in the enterprise didn't make me want to lie down in a dark room with something cool to my brow . 0 -strangely comes off as a kingdom more mild than wild . 0 -once again , director chris columbus takes a hat-in-hand approach to rowling that stifles creativity and allows the film to drag on for nearly three hours . 0 -plodding , peevish and gimmicky . 0 -too smart to ignore but a little too smugly superior to like , this could be a movie that ends up slapping its target audience in the face by shooting itself in the foot . 0 -a slick , well-oiled machine , exquisitely polished and upholstered . 1 -on a cutting room floor somewhere lies . . . footage that might have made no such thing a trenchant , ironic cultural satire instead of a frustrating misfire . 0 -puts on airs of a hal hartley wannabe film -- without the vital comic ingredient of the hilarious writer-director himself . 0 -beautifully filmed and well acted . . . but admittedly problematic in its narrative specifics . 0 -[director peter] jackson and his crew have so steeped themselves in the majesty of tolkien's writing that every frame produces new joys , whether you're a fan of the books or not . 1 -though mama takes a bit too long to find its rhythm and a third-act plot development is somewhat melodramatic , its ribald humor and touching nostalgia are sure to please anyone in search of a jules and jim for the new millennium . 1 -mendes still doesn't quite know how to fill a frame . like the hanks character , he's a slow study : the action is stilted and the tabloid energy embalmed . 0 -there was time on that second round to see the subtleties of ramsay's portrait of grief . 1 -my oh my , is this an invigorating , electric movie . 1 -a screenplay more ingeniously constructed than " memento " 1 -to be influenced chiefly by humanity's greatest shame , reality shows -- reality shows for god's sake ! -- is a crime that should be punishable by chainsaw . 0 -tuck everlasting achieves a delicate balance of romantic innocence and philosophical depth . 1 -the rock is destined to be the 21st century's new " conan " and that he's going to make a splash even greater than arnold schwarzenegger , jean-claud van damme or steven segal . 1 -the am-radio soundtrack and game cast -- tierney and the inimitable walken especially -- keep this unusual comedy from choking on its own conceit . 1 -children may not understand everything that happens -- i'm not sure even miyazaki himself does -- but they will almost certainly be fascinated , and undoubtedly delighted . 1 -an exhilarating experience . 1 -a lighthearted , feel-good film that embraces the time-honored truth that the most powerful thing in life is love . 1 -it's the element of condescension , as the filmmakers look down on their working-class subjects from their lofty perch , that finally makes sex with strangers , which opens today in the new york metropolitan area , so distasteful . 0 -has all the right elements but completely fails to gel together . 0 -this cloying , voices-from-the-other-side story is hell . 0 -this version's no classic like its predecessor , but its pleasures are still plentiful . 1 -it won't bust your gut -- and it's not intended to -- it's merely a blandly cinematic surgical examination of what makes a joke a joke . 1 -this wretchedly unfunny wannabe comedy is inane and awful - no doubt , it's the worst movie i've seen this summer . 0 -payami tries to raise some serious issues about iran's electoral process , but the result is a film that's about as subtle as a party political broadcast . 0 -occasionally loud and offensive , but more often , it simply lulls you into a gentle waking coma . 0 -as a witness to several greek-american weddings -- but , happily , a victim of none -- i can testify to the comparative accuracy of ms . vardalos' memories and insights . 1 -with or without ballast tanks , k-19 sinks to a harrison ford low . 0 -a not-so-divine secrets of the ya-ya sisterhood with a hefty helping of re-fried green tomatoes . 0 -lots of effort and intelligence are on display but in execution it is all awkward , static , and lifeless rumblings . 0 -a comprehensive and provocative film -- one that pushes the boundaries of biography , and challenges its audience . 1 -i don't think i've been as entranced and appalled by an asian film since shinya tsukamoto's iron man . 1 -goyer's screenplay and direction are thankfully understated , and he has drawn excellent performances from his cast . 1 -reign of fire may be little more than another platter of reheated aliens , but it's still pretty tasty . 1 -take away the controversy , and it's not much more watchable than a mexican soap opera . 0 -sex ironically has little to do with the story , which becomes something about how lame it is to try and evade your responsibilities and that you should never , ever , leave a large dog alone with a toddler . but never mind all that ; the boobs are fantasti 0 -a feature-length , r-rated , road-trip version of mama's family . 0 -the pool drowned me in boredom . 0 -the movie exists for its soccer action and its fine acting . 1 -an uneven but intriguing drama that is part homage and part remake of the italian masterpiece . 1 -the code talkers deserved better than a hollow tribute . 0 -grant gets to display his cadness to perfection , but also to show acting range that may surprise some who thought light-hearted comedy was his forte . 1 -a charming yet poignant tale of the irrevocable ties that bind . 1 -howard conjures the past via surrealist flourishes so overwrought you'd swear he just stepped out of a buñuel retrospective . 0 -only those most addicted to film violence in all its forms will find anything here to appreciate . 0 -i complain all the time about seeing the same ideas repeated in films over and over again , but the bourne identity proves that a fresh take is always possible . 1 -everything is off . 0 -stephen earnhart's homespun documentary mule skinner blues has nothing but love for its posse of trailer park denizens . 1 -the movie stays afloat thanks to its hallucinatory production design . 1 -as plain and pedestrian as catsup-- 0 -you can feel the heat that ignites this gripping tale , and the humor and humanity that root it in feeling . 1 -this is cool , slick stuff , ready to quench the thirst of an audience that misses the summer blockbusters . 1 -as crimes go , writer-director michael kalesniko's how to kill your neighbor's dog is slight but unendurable . 0 -the master of disguise is funny--not " ha ha " funny , " dead circus performer " funny . and for all the wrong reasons besides . 0 -painful to watch , but viewers willing to take a chance will be rewarded with two of the year's most accomplished and riveting film performances . 1 -noyce films it more as a shocking history lesson than as drama . 1 -since dahmer resorts to standard slasher flick thrills when it should be most in the mind of the killer , it misses a major opportunity to be truly revelatory about his psyche . 0 -there's no denying the physically spectacular qualities of the film . . . or the emotional integrity of the performances . 1 -trailer park magnolia : too long , too cutesy , too sure of its own importance , and possessed of that peculiar tension of being too dense & about nothing at all . 0 -comes off more like a misdemeanor , a flat , unconvincing drama that never catches fire . 0 -an intelligent , moving and invigorating film . 1 -just too silly and sophomoric to ensnare its target audience . 0 -moore's performance impresses almost as much as her work with haynes in 1995's safe . 1 -leaves us wondering less about its ideas and more about its characterization of hitler and the contrived nature of its provocative conclusion . 0 -[taymor] utilizes the idea of making kahlo's art a living , breathing part of the movie , often catapulting the artist into her own work . this isn't a new idea . it's been done before but never so vividly or with so much passion . 1 -spiderman rocks 1 -it's mildly interesting to ponder the peculiar american style of justice that plays out here , but it's so muddled and derivative that few will bother thinking it all through . 0 -absorbing and disturbing -- perhaps more disturbing than originally intended -- but a little clarity would have gone a long way . 1 -what " empire " lacks in depth it makes up for with its heart . 1 -behan himself knew how to spin a tale and one can't help but think he'd appreciate this attempt to turn his life into art . 1 -only an epic documentary could get it all down , and spike lee's jim brown : all american at long last gives its subject a movie worthy of his talents . 1 -the script becomes lifeless and falls apart like a cheap lawn chair . 0 -most of the storylines feel like time fillers between surf shots . the movie isn't horrible , but you can see mediocre cresting on the next wave . 0 -every potential twist is telegraphed well in advance , every performance respectably muted ; the movie itself seems to have been made under the influence of rohypnol . 0 -what little grace [rifkin's] tale of precarious skid-row dignity achieves is pushed into the margins by predictable plotting and tiresome histrionics . 0 -it's an example of sophisticated , challenging filmmaking that stands , despite its noticeable lack of emotional heft , in welcome contrast to the indulgent dead-end experimentation of the director's previous full frontal . 1 -watching harris ham it up while physically and emotionally disintegrating over the course of the movie has a certain poignancy in light of his recent death , but boyd's film offers little else of consequence . 0 -marvelous , merry and , yes , melancholy film . 1 -now trimmed by about 20 minutes , this lavish three-year-old production has enough grandeur and scale to satisfy as grown-up escapism . 1 -shadyac , who belongs with the damned for perpetrating patch adams , trots out every ghost trick from the sixth sense to the mothman prophecies . 0 -this is a film brimming with detail and nuance and one that speaks volumes about the ability of the human spirit to find solace in events that could easily crush it forever . 1 -working from elliott's memoir , rohmer fashions the sort of delicate , articulate character- and- relationship study he's favored for decades . 1 -the experience of watching blobby old-school cgi animation in this superlarge format is just surreal enough to be diverting . 1 -long after you leave justine , you'll be wondering what will happen to her and wishing her the best -- whatever that might mean . 1 -'you'll laugh for not quite and hour and a half , but come out feeling strangely unsatisfied . you'll feel like you ate a reeses without the peanut butter . . . ' 0 -snow dogs finds its humour in a black man getting humiliated by a pack of dogs who are smarter than him 0 -pleasant but not more than recycled jock piffle . 0 -it's not hateful . it's simply stupid , irrelevant and deeply , truly , bottomlessly cynical . 0 -one of the oddest and most inexplicable sequels in movie history . 0 -as a randy film about sexy people in gorgeous places being pushed and pulled ( literally and figuratively ) by desire . . . [sex and lucía] makes for an arousing good time . 1 -the worst film of the year . 0 -a showcase for both the scenic splendor of the mountains and for legendary actor michel serrault , the film is less successful on other levels . 0 -it's not a bad premise , just a bad movie . 0 -chalk it up to my adoration for both de niro and murphy , but i had a pretty good time with this movie - despite its myriad flaws . 1 -if welles was unhappy at the prospect of the human race splitting in two , he probably wouldn't be too crazy with his great-grandson's movie splitting up in pretty much the same way . 0 -an imaginative comedy/thriller . 1 -brady achieves the remarkable feat of squandering a topnotch foursome of actors . . . by shoving them into every clichéd white-trash situation imaginable . 0 -a depressing confirmation of everything those of us who don't object to the description " unelected " have suspected all along : george w . bush is an incurious , uncharismatic , overgrown frat boy with a mean streak a mile wide . 1 -formulaic to the 51st power , more like . 0 -it's a brave attempt to tap into the heartbeat of the world , a salute to the universal language of rhythm and a zippy sampling of sounds . 1 -impeccably filmed , sexually charged , but ultimately lacking in substance , not to mention dragged down by a leaden closing act . 0 -there's enough science to make it count as educational , and enough beauty to make it unforgettable . 1 -the boys' sparring , like the succession of blows dumped on guei , wears down the story's more cerebral , and likable , plot elements . 0 -parker should be commended for taking a fresh approach to familiar material , but his determination to remain true to the original text leads him to adopt a somewhat mannered tone . . . that ultimately dulls the human tragedy at the story's core . 0 -[sam's] self-flagellation is more depressing than entertaining . 0 -it may not be " last tango in paris " but . . . 1 -viewed as a comedy , a romance , a fairy tale , or a drama , there's nothing remotely triumphant about this motion picture . 0 -thoroughly awful . 0 -too slow for a younger crowd , too shallow for an older one . 0 -at about 95 minutes , treasure planet maintains a brisk pace as it races through the familiar story . however , it lacks grandeur and that epic quality often associated with stevenson's tale as well as with earlier disney efforts . 1 -horrid little propaganda film with fascinating connections not only to the serbs themselves but also to a network of american right-wing extremists . 0 -if you can get past the fantastical aspects and harsh realities of " the isle " you'll get a sock-you-in-the-eye flick that is a visual tour-de-force and a story that is unlike any you will likely see anywhere else . 1 -just because a walk to remember is shrewd enough to activate girlish tear ducts doesn't mean it's good enough for our girls . 0 -laggard drama wending its way to an uninspired philosophical epiphany . 0 -a deliciously mordant , bitter black comedy . 1 -kurys never shows why , of all the period's volatile romantic lives , sand and musset are worth particular attention . 0 -with a cast that includes some of the top actors working in independent film , lovely & amazing involves us because it is so incisive , so bleakly amusing about how we go about our lives . 1 -one of [herzog's] least inspired works . 1 -cheap , vulgar dialogue and a plot that crawls along at a snail's pace . 0 diff --git a/data_sets/cls/sst-5/description.json b/data_sets/cls/sst-5/description.json deleted file mode 100644 index 5120223..0000000 --- a/data_sets/cls/sst-5/description.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "path": "data_sets/cls/sst-5", - "seed": "seed5", - "init_prompts": "prompts.txt", - "description": "The dataset consists of movie reviews with five levels of sentiment labels: terrible, bad, neutral, okay, good, and great. The task is to classify each movie review into one of these five sentiment categories. The class mentioned first in the response of the LLM will be the prediction.", - "classes": [ - "terrible", - "bad", - "okay", - "good", - "great" - ] -} diff --git a/data_sets/cls/sst-5/prompts.txt b/data_sets/cls/sst-5/prompts.txt deleted file mode 100644 index afed16e..0000000 --- a/data_sets/cls/sst-5/prompts.txt +++ /dev/null @@ -1,16 +0,0 @@ -Please perform Sentiment Classification task. Given the sentence, assign a sentiment label from ['terrible', 'bad', 'okay', 'good', 'great']. Return label only without any other text. -In this task, you are given movie reviews. Based on it, classify it to one of the five classes: (1) terrible, (2) bad, (3) okay, (4) good, and (5) great. -Based on the given movie review provided to you and classify it into one of five categories: terrible, bad, okay, good, or great. -Your job is to evaluate the review and classify it as one of five classes: terrible, bad, okay, good, or great. -Examine the comment provided and classify it into one of five categories: terrible, bad, okay, good, or great. -Your objective is to analyze the movie review and allocate it to one of five categories, from terrible to great. -Classify the movie review into one of five categories based on their quality: terrible, bad, okay, good, or great. -Assess the movie review and categorize it into one of five classes, ranging from terrible to great. -Categorize the movie review provided into one of five degrees based on the sentiment: terrible, bad, okay, good, or great. -Your goal is to analyze the movie review and assign it to one of five categories, ranging from terrible to great. -Based on the movie review provided, assign the moviw to one of five categories: terrible, bad, okay, good, or great. -Your responsibility is to categorize the movie review provided to you into one of five categories based on the sentiment: terrible, bad, okay, good, or great. -Determine the sentiment of the movie review and choose from terrible, bad, okay, good and great to describe the movie. -Classify the movie review provided to you into one of five categories based on the sentiment: terrible, bad, okay, good, or great. -Your objective is to evaluate the the sentiment of the movie review and categorize it into one of five classes, ranging from terrible to great. -Analyze the sentence and categorize it into one of five categories based on the sentiment: terrible, bad, okay, good, or great. diff --git a/data_sets/cls/sst-5/prompts_auto.txt b/data_sets/cls/sst-5/prompts_auto.txt deleted file mode 100644 index d26b3e3..0000000 --- a/data_sets/cls/sst-5/prompts_auto.txt +++ /dev/null @@ -1,20 +0,0 @@ -evaluate a movie or a book based on its description. The friend provided a rating for the movie or book (okay, great, bad, and terrible) based on the description. -provide a reaction for each of the input-output pairs. -have your friend rate the movie they had just watched by providing a short response (e.g. great, okay, bad, or terrible) based on the plot summary they were given. -provide feedback on the input-output pairs, and the friend provided feedback that ranged from "great" to "okay" to "bad". -use the input-output pairs to evaluate the quality of the text. The input-output pairs indicate that the text is generally of okay quality, with one instance of a bad quality. -provide feedback on the input-output pairs, and the friend provided feedback that was either "great," "okay," or "bad." -provide feedback on the input-output pairs, and the feedback for the five given pairs is "great", "okay" (three times), and "bad". -provide feedback on the input-output pairs given. In this case, the feedback is that the first three inputs are "great", the fourth is "okay" and the last is "bad". -evaluate the input-output pairs based on the quality of the film that was being discussed. -provide a reaction to a description of a movie, with the reaction being either "okay", "great", "bad" or "terrible" depending on the description. -provide feedback based on the input. In this case, the friend gave positive feedback to the first three input-output pairs and negative feedback to the fourth input-output pair. -give feedback on the input-output pairs based on their accuracy or quality. In this case, the feedback was "great," "okay," and "bad" depending on the accuracy or quality of the input-output pair. -evaluate the input-output pairs based on the quality of the output. Based on the output given, the friend's evaluations are accurate. -evaluate each sentence with either "good" or "bad". Based on the input-output pairs provided, it appears that the friend understood the instruction correctly. -rate the output, and the friend appears to be rating the input based on how strongly they agree or disagree with the statement. -provide feedback on a movie review. -evaluate the given input, and the friend correctly provided the appropriate responses based on the descriptions given. -provide a reaction for the input-output pairs based on the content of the input. -provide a response to each input-output pair based on their sentiment. -provide a response to each sentence that indicates whether the opinion expressed is positive, negative, or neutral. diff --git a/data_sets/cls/sst-5/seed5/dev.txt b/data_sets/cls/sst-5/seed5/dev.txt deleted file mode 100644 index 9bb9363..0000000 --- a/data_sets/cls/sst-5/seed5/dev.txt +++ /dev/null @@ -1,200 +0,0 @@ -you 'll gasp appalled and laugh outraged and possibly , watching the spectacle of a promising young lad treading desperately in a nasty sea , shed an errant tear . 3 -manages to show life in all of its banality when the intention is quite the opposite . 1 -the heavy-handed film is almost laughable as a consequence . 0 -part low rent godfather . 1 -while it 's nice to watch a movie that has n't been focus-grouped into tedium , yu 's cinematic alchemy produces nearly as much lead as gold . 2 -the vintage is pure ' 87 , with a halfhearted twist on its cautionary message : fatal attraction = do n't have an affair with a nutjob ; unfaithful = do n't if you 're married to one . 2 -featuring a dangerously seductive performance from the great daniel auteuil , `` sade '' covers the same period as kaufmann 's `` quills '' with more unsettlingly realistic results . 4 -the most hopelessly monotonous film of the year , noteworthy only for the gimmick of being filmed as a single unbroken 87-minute take . 0 -unflinchingly bleak and desperate 1 -apart from dazzling cinematography , we 've seen just about everything in blue crush in one form or the other . 2 -this rather superficial arthouse middle-brow film knows how to please a crowd , and that 's about all it does well . 2 -the movie occasionally threatens to become didactic , but it 's too grounded in the reality of its characters to go over the edge . 2 -it 's dumb , but more importantly , it 's just not scary . 0 -for starters , the story is just too slim . 1 -... a story we have n't seen on the big screen before , and it 's a story that we as americans , and human beings , should know . 3 --lrb- director -rrb- o'fallon manages to put some lovely pictures up on the big screen , but his skill at telling a story -- he also contributed to the screenplay -- falls short . 0 -however it may please those who love movies that blare with pop songs , young science fiction fans will stomp away in disgust . 1 -though only 60 minutes long , the film is packed with information and impressions . 3 -it 's not without its pleasures , but i 'll stick with the tune . 2 -based on a devilishly witty script by heather mcgowan and niels mueller , the film gets great laughs , but never at the expense of its characters 4 -there 's not enough here to justify the almost two hours . 1 -for all the writhing and wailing , tears , rage and opium overdoses , there 's no sense of actual passion being washed away in love 's dissolution . 1 -this disturbing bio-pic is hard to forget . 2 -the film 's hackneyed message is not helped by the thin characterizations , nonexistent plot and pretentious visual style . 0 --lrb- leigh -rrb- lays it on so thick this time that it feels like a suicide race . 2 -not the kind of film that will appeal to a mainstream american audience , but there is a certain charm about the film that makes it a suitable entry into the fest circuit . 4 -it made me want to wrench my eyes out of my head and toss them at the screen . 1 -belongs to daniel day-lewis as much as it belongs to martin scorsese ; it 's a memorable performance in a big , brassy , disturbing , unusual and highly successful film . 4 -may not have generated many sparks , but with his affection for astoria and its people he has given his tale a warm glow . 2 -a gripping movie , played with performances that are all understated and touching . 4 -candid camera on methamphetamines . 2 -samira makhmalbaf 's new film blackboards is much like the ethos of a stream of consciousness , although , it 's unfortunate for the viewer that the thoughts and reflections coming through are torpid and banal 0 --lrb- serry -rrb- wants to blend politics and drama , an admirable ambition . 3 -davis ... is so enamored of her own creation that she ca n't see how insufferable the character is . 1 -if you 've ever wondered what an ending without the input of studio executives or test audiences would look like , here it is . 2 -it seems to me the film is about the art of ripping people off without ever letting them consciously know you have done so 1 -late marriage 's stiffness is unlikely to demonstrate the emotional clout to sweep u.s. viewers off their feet . 1 -it provides an honest look at a community striving to anchor itself in new grounds . 3 -how do you spell cliché ? 0 -the film will play equally well on both the standard and giant screens . 3 -it 's like watching a nightmare made flesh . 0 -it believes it 's revealing some great human truths , when , in reality , it 's churning ground that has long passed the point of being fertile . 2 -the film 's few ideas are stretched to the point of evaporation ; the whole central section is one big chase that seems to have no goal and no urgency . 0 -if this story must be told and retold -- and indeed it must -- then the grey zone is to be lauded for finding a new and ingenious angle . 2 -a ragbag of promising ideas and failed narrative , of good acting and plain old bad filmmaking . 2 -so devoid of any kind of intelligible story that it makes films like xxx and collateral damage seem like thoughtful treatises 0 -it ca n't decide if it wants to be a mystery\/thriller , a romance or a comedy . 1 -its story may be a thousand years old , but why did it have to seem like it took another thousand to tell it to us ? 1 -at its best , queen is campy fun like the vincent price horror classics of the '60s . 3 -there are simply too many ideas floating around -- part farce , part sliding doors , part pop video -- and yet failing to exploit them . 1 -there 's too much falseness to the second half , and what began as an intriguing look at youth fizzles into a dull , ridiculous attempt at heart-tugging . 1 -puts a human face on a land most westerners are unfamiliar with . 3 -it 's so good that you can practically see the hollywood ` suits ' trying to put together the cast and filmmaking team for the all-too - inevitable american remake . 2 -velocity represents everything wrong with '' independent film '' as a commodified , sold-out concept on the american filmmaking scene . 1 -there is a fabric of complex ideas here , and feelings that profoundly deepen them . 3 -you wonder why enough was n't just a music video rather than a full-length movie . 1 -not only is undercover brother as funny , if not more so , than both austin powers films , but it 's also one of the smarter , savvier spoofs to come along in some time . 4 -for anyone unfamiliar with pentacostal practices in general and theatrical phenomenon of hell houses in particular , it 's an eye-opener . 3 -an intriguing cinematic omnibus and round-robin that occasionally is more interesting in concept than in execution . 3 -there 's enough melodrama in this magnolia primavera to make pta proud yet director muccino 's characters are less worthy of puccini than they are of daytime television . 1 -the chateau cleverly probes the cross-cultural differences between gauls and yanks . 3 -nasty , ugly , pointless and depressing , even if you hate clowns . 2 -the inhospitability of the land emphasizes the spare precision of the narratives and helps to give them an atavistic power , as if they were tales that had been handed down since the beginning of time . 2 -as a tolerable diversion , the film suffices ; a triumph , however , it is not . 2 -yes , dull . 0 -i ca n't quite recommend it -- it 's too patched together -- but i almost can ; it 's the kind of movie that makes you want to like it . 2 -it 's so mediocre , despite the dynamic duo on the marquee , that we just ca n't get no satisfaction . 1 -drops you into a dizzying , volatile , pressure-cooker of a situation that quickly snowballs out of control , while focusing on the what much more than the why . 3 -a beguiling splash of pastel colors and prankish comedy from disney . 4 -if it 's seldom boring , well , it 's also rarely coherent . 2 -taylor appears to have blown his entire budget on soundtrack rights and had nothing left over for jokes . 0 -rarely has leukemia looked so shimmering and benign . 1 -hardly a masterpiece , but it introduces viewers to a good charitable enterprise and some interesting real people . 3 -this movie is a snow emergency . 2 -and when you 're talking about a slapstick comedy , that 's a pretty big problem . 0 -generally , clockstoppers will fulfill your wildest fantasies about being a different kind of time traveler , while happily killing 94 minutes . 3 -stealing harvard aspires to comedic grand larceny but stands convicted of nothing more than petty theft of your time . 1 -like watching a dress rehearsal the week before the show goes up : everything 's in place but something 's just a little off-kilter . 1 -altogether , this is successful as a film , while at the same time being a most touching reconsideration of the familiar masterpiece . 4 -an artful , intelligent film that stays within the confines of a well-established genre . 4 -for the most part , it 's a work of incendiary genius , steering clear of knee-jerk reactions and quick solutions . 4 -one long string of cliches . 1 -it does nothing new with the old story , except to show fisticuffs in this sort of stop-go slow motion that makes the gang rumbles look like they 're being streamed over a 28k modem . 1 -do n't be fooled by the impressive cast list - eye see you is pure junk . 0 -it seems like i have been waiting my whole life for this movie and now i ca n't wait for the sequel . 3 -the film is powerful , accessible and funny . 4 -looks and feels like a project better suited for the small screen . 1 -brilliantly explores the conflict between following one 's heart and following the demands of tradition . 4 -paid in full is so stale , in fact , that its most vibrant scene is one that uses clips from brian de palma 's scarface . 0 -this is human comedy at its most amusing , interesting and confirming . 3 -huston nails both the glad-handing and the choking sense of hollow despair . 3 -you do n't have to know about music to appreciate the film 's easygoing blend of comedy and romance . 4 -the structure the film takes may find matt damon and ben affleck once again looking for residuals as this officially completes a good will hunting trilogy that was never planned . 3 -about a manga-like heroine who fights back at her abusers , it 's energetic and satisfying if not deep and psychological . 3 -allows us to hope that nolan is poised to embark a major career as a commercial yet inventive filmmaker . 3 -fun , flip and terribly hip bit of cinematic entertainment . 3 -entertains by providing good , lively company . 3 -an occasionally funny , but overall limp , fish-out-of-water story . 1 -if director michael dowse only superficially understands his characters , he does n't hold them in contempt . 1 -due to some script weaknesses and the casting of the director 's brother , the film trails off into inconsequentiality . 1 -over age 15 ? 2 -whaley 's determination to immerse you in sheer , unrelenting wretchedness is exhausting . 0 -it 's a cookie-cutter movie , a cut-and-paste job . 1 -just as moving , uplifting and funny as ever . 3 -it 's fun lite . 3 -it takes a certain kind of horror movie to qualify as ` worse than expected , ' but ghost ship somehow manages to do exactly that . 0 -filmmakers who can deftly change moods are treasures and even marvels . 4 -the piece plays as well as it does thanks in large measure to anspaugh 's three lead actresses . 3 -less dizzying than just dizzy , the jaunt is practically over before it begins . 1 -a delirious celebration of the female orgasm . 2 -the film may appear naked in its narrative form ... but it goes deeper than that , to fundamental choices that include the complexity of the catholic doctrine 3 -but is that knot from dramatic tension or a symptom of artistic malnutrition ? 2 -that 's a cheat . 1 -or emptying rat traps . 1 -this is a good script , good dialogue , funny even for adults . 4 --lrb- næs -rrb- directed the stage version of elling , and gets fine performances from his two leads who originated the characters on stage . 4 -falls neatly into the category of good stupid fun . 3 -delivers the same old same old , tarted up with latin flava and turned out by hollywood playas . 1 -some of their jokes work , but most fail miserably and in the end , pumpkin is far more offensive than it is funny . 1 -it 's a remarkably solid and subtly satirical tour de force . 4 -it 's sweet , harmless , dumb , occasionally funny and about as compelling as a fishing show . 2 -this is n't even madonna 's swept away . 1 -this is it . 2 -macdowell , whose wifty southern charm has anchored lighter affairs ... brings an absolutely riveting conviction to her role . 3 -atom egoyan has conjured up a multilayered work that tackles any number of fascinating issues 4 -it haunts you , you ca n't forget it , you admire its conception and are able to resolve some of the confusions you had while watching it . 3 -just not campy enough 1 -it showcases carvey 's talent for voices , but not nearly enough and not without taxing every drop of one 's patience to get to the good stuff . 1 -it 's also , clearly , great fun . 4 -villeneuve spends too much time wallowing in bibi 's generic angst -lrb- there are a lot of shots of her gazing out windows -rrb- . 1 -too much of it feels unfocused and underdeveloped . 0 -the film tries too hard to be funny and tries too hard to be hip . 1 -suffers from the lack of a compelling or comprehensible narrative . 0 -a strangely compelling and brilliantly acted psychological drama . 4 -weaves a spell over you , with its disturbingly close-up look at damaged psyches and its subtle undercurrents of danger . 2 -the terrific and bewilderingly underrated campbell scott gives a star performance that is nothing short of mesmerizing . 4 -... turns so unforgivably trite in its last 10 minutes that anyone without a fortified sweet tooth will likely go into sugar shock . 0 -what time is it there ? 2 -in a way , the film feels like a breath of fresh air , but only to those that allow it in . 4 -people cinema at its finest . 4 -a broad , melodramatic estrogen opera that 's pretty toxic in its own right . 1 -feature debuter d.j. caruso directs a crack ensemble cast , bringing screenwriter tony gayton 's narcotics noir to life . 4 -may be far from the best of the series , but it 's assured , wonderfully respectful of its past and thrilling enough to make it abundantly clear that this movie phenomenon has once again reinvented itself for a new generation . 3 -the messages of compassion and mercy are clearly , squarely and specifically expounded via computer animated old testament tale of jonah and the whale . 2 -the plot convolutions ultimately add up to nothing more than jerking the audience 's chain . 0 -preaches to two completely different choirs at the same time , which is a pretty amazing accomplishment . 4 -nelson 's brutally unsentimental approach ... sucks the humanity from the film , leaving behind an horrific but weirdly unemotional spectacle . 0 -it uses the pain and violence of war as background material for color . 2 -light years \/ several warp speeds \/ levels and levels of dilithium crystals better than the pitiful insurrection . 3 -the weight of the piece , the unerring professionalism of the chilly production , and the fascination embedded in the lurid topic prove recommendation enough . 3 -characters still need to function according to some set of believable and comprehensible impulses , no matter how many drugs they do or how much artistic license avary employs . 1 -so unremittingly awful that labeling it a dog probably constitutes cruelty to canines . 0 -determined to be fun , and bouncy , with energetic musicals , the humor did n't quite engage this adult . 1 -socrates motions for hemlock . 2 -minority report is exactly what the title indicates , a report . 3 -the end result is a film that 's neither . 1 -mattei is tiresomely grave and long-winded , as if circularity itself indicated profundity . 0 -manages to be sweet and wickedly satisfying at the same time . 4 -sit through this one , and you wo n't need a magic watch to stop time ; your dvd player will do it for you . 1 -... brian de palma is utterly mad : cinema mad , set-piece mad , style mad . 2 -ah yes , and then there 's the music ... 2 -so much facile technique , such cute ideas , so little movie . 3 -a rarity among recent iranian films : it 's a comedy full of gentle humor that chides the absurdity of its protagonist 's plight . 4 -good film , but very glum . 3 -a valueless kiddie paean to pro basketball underwritten by the nba . 1 -it 's slow -- very , very slow . 0 -there 's just no currency in deriding james bond for being a clichéd , doddering , misogynistic boy 's club . 2 -as vulgar as it is banal . 1 -excessive , profane , packed with cartoonish violence and comic-strip characters . 1 -not since japanese filmmaker akira kurosawa 's ran have the savagery of combat and the specter of death been visualized with such operatic grandeur . 4 -i sympathize with the plight of these families , but the movie does n't do a very good job conveying the issue at hand . 1 -detox is ultimately a pointless endeavor . 1 -mcconaughey 's fun to watch , the dragons are okay , not much fire in the script . 3 -the socio-histo-political treatise is told in earnest strides ... -lrb- and -rrb- personal illusion is deconstructed with poignancy . 3 -there 's really only one good idea in this movie , but the director runs with it and presents it with an unforgettable visual panache . 3 -nothing in waking up in reno ever inspired me to think of its inhabitants as anything more than markers in a screenplay . 0 -the film is quiet , threatening and unforgettable . 4 -byler reveals his characters in a way that intrigues and even fascinates us , and he never reduces the situation to simple melodrama . 3 -the film 's essentially over by the meet-cute . 2 -not an objectionable or dull film ; it merely lacks everything except good intentions . 0 -this is a story of two misfits who do n't stand a chance alone , but together they are magnificent . 3 -a sequence of ridiculous shoot - 'em - up scenes . 1 -there 's something auspicious , and daring , too , about the artistic instinct that pushes a majority-oriented director like steven spielberg to follow a.i. with this challenging report so liable to unnerve the majority . 3 -the intent is almost exactly the same -lrb- as the full monty -rrb- . 2 -part three stooges . 2 -it has the charm of the original american road movies , feasting on the gorgeous , ramshackle landscape of the filmmaker 's motherland . 3 -even in its most tedious scenes , russian ark is mesmerizing . 3 -a nightmare date with a half-formed wit done a great disservice by a lack of critical distance and a sad trust in liberal arts college bumper sticker platitudes . 1 -my wife is an actress is an utterly charming french comedy that feels so american in sensibility and style it 's virtually its own hollywood remake . 4 -columns from ladies home journal ... 2 -at all . 2 -directed in a paint-by-numbers manner . 1 -the quality of the art combined with the humor and intelligence of the script allow the filmmakers to present the biblical message of forgiveness without it ever becoming preachy or syrupy . 3 -a movie that successfully crushes a best selling novel into a timeframe that mandates that you avoid the godzilla sized soda . 3 -a marvel like none you 've seen . 3 -jaglom ... put -lrb- s -rrb- the audience in the privileged position of eavesdropping on his characters 3 -far more imaginative and ambitious than the trivial , cash-in features nickelodeon has made from its other animated tv series . 4 -it has charm to spare , and unlike many romantic comedies , it does not alienate either gender in the audience . 3 -although huppert 's intensity and focus has a raw exhilaration about it , the piano teacher is anything but fun . 1 -instead , he shows them the respect they are due . 4 diff --git a/data_sets/cls/sst-5/seed5/test.txt b/data_sets/cls/sst-5/seed5/test.txt deleted file mode 100644 index 6d3e3ff..0000000 --- a/data_sets/cls/sst-5/seed5/test.txt +++ /dev/null @@ -1,500 +0,0 @@ -as your relatives swap one mundane story after another , you begin to wonder if they are ever going to depart . 1 -though the film 's scenario is certainly not earthshaking , this depiction of fluctuating female sexuality has two winning lead performances and charm to spare . 3 -kinnear gives a tremendous performance . 4 -what 's next ? 3 -... the last time i saw a theater full of people constantly checking their watches was during my sats . 1 -nervy and sensitive , it taps into genuine artistic befuddlement , and at the same time presents a scathing indictment of what drives hollywood . 3 -sandra nettelbeck beautifully orchestrates the transformation of the chilly , neurotic , and self-absorbed martha as her heart begins to open . 3 -bullock does a good job here of working against her natural likability . 3 -pumpkin sits in a patch somewhere between mirthless todd solondzian satire and callow student film . 1 -the passions aroused by the discord between old and new cultures are set against the strange , stark beauty of the mideast desert , so lovingly and perceptively filmed that you can almost taste the desiccated air . 4 -but it offers plenty to ponder and chew on as its unusual relationship slowly unfolds . 3 -sometimes , nothing satisfies like old-fashioned swashbuckling . 3 -a byzantine melodrama that stimulates the higher brain functions as well as the libido . 3 -it 's neither as romantic nor as thrilling as it should be . 0 -everytime you think undercover brother has run out of steam , it finds a new way to surprise and amuse . 3 -a very funny look at how another culture handles the process of courting and marriage . 3 -these are names to remember , in order to avoid them in the future . 0 -the 3d images only enhance the film 's otherworldly quality , giving it a strange combo of you-are-there closeness with the disorienting unreality of the seemingly broken-down fourth wall of the movie screen . 4 -as adapted by kevin molony from simon leys ' novel `` the death of napoleon '' and directed by alan taylor , napoleon 's journey is interesting but his parisian rebirth is stillborn 1 -marvelous , merry and , yes , melancholy film . 3 -god help the poor woman if attal is this insecure in real life : his fictional yvan 's neuroses are aggravating enough to exhaust the patience of even the most understanding spouse . 1 -how on earth , or anywhere else , did director ron underwood manage to blow $ 100 million on this ? 0 -there are slow and repetitive parts , but it has just enough spice to keep it interesting . 3 -egoyan 's movie is too complicated to sustain involvement , and , if you 'll excuse a little critical heresy , too intellectually ambitious . 1 -may be spoofing an easy target -- those old ' 50 's giant creature features -- but ... it acknowledges and celebrates their cheesiness as the reason why people get a kick out of watching them today . 3 -this version 's no classic like its predecessor , but its pleasures are still plentiful . 3 -jirí hubac 's script is a gem . 4 -it sounds sick and twisted , but the miracle of shainberg 's film is that it truly is romance 3 -more honest about alzheimer 's disease , i think , than iris . 3 -a psychological thriller with a smart script and an obsessive-compulsive 's attention to detail . 4 -rain is a small treasure , enveloping the viewer in a literal and spiritual torpor that is anything but cathartic . 4 -no , it 's not nearly as good as any of its influences . 1 -the kind of nervous film that will either give you a mild headache or exhilarate you . 2 -showtime is one of the hapless victims of the arrogant `` if we put together a wry white man and a chatty black man and give them guns , the movie will be funny '' syndrome . 0 -a distant , even sterile , yet compulsively watchable look at the sordid life of hogan 's heroes star bob crane . 3 -it 's endearing to hear madame d. refer to her husband as ` jackie ' -- and he does make for excellent company , not least as a self-conscious performer . 3 -makes s&m seem very romantic , and maggie gyllenhaal is a delight . 4 --lrb- i -rrb- f you 've been to more than one indie flick in your life , chances are you 've already seen this kind of thing . 1 -if this movie were a book , it would be a page-turner , you ca n't wait to see what happens next . 4 -it 's absolutely spooky how lillard channels the shagster right down to the original casey kasem-furnished voice . 3 -disney 's live-action division has a history of releasing cinematic flotsam , but this is one occasion when they have unearthed a rare gem . 4 -warmed-over tarantino by way of wannabe elmore leonard . 1 -what happened with pluto nash ? 1 -it tries too hard , and overreaches the logic of its own world . 1 -johnson has , in his first film , set himself a task he is not nearly up to . 2 -her delivery and timing are flawless . 4 -by taking entertainment tonight subject matter and giving it humor and poignancy , auto focus becomes both gut-bustingly funny and crushingly depressing . 2 -an enchanting film that presents an audacious tour of the past and takes within its warm embrace the bounties of cultural artifacts inside st. petersburg 's hermitage museum . 4 -the year 's happiest surprise , a movie that deals with a real subject in an always surprising way . 4 -yes , one enjoys seeing joan grow from awkward young woman to strong , determined monarch , but her love for the philandering philip only diminishes her stature . 2 -an ironic speculation on democracy in a culture unaccustomed to it . 2 -hey , at least the title of this film lets you know exactly where it 's heading . 2 -in the end , white oleander is n't an adaptation of a novel . 2 -a comic gem with some serious sparkles . 4 -those who would follow haneke on his creepy explorations ... are rewarded by brutal , committed performances from huppert and magimel . 4 -witty , touching and well paced . 3 -an often-deadly boring , strange reading of a classic whose witty dialogue is treated with a baffling casual approach 1 -for the most part , i spy was an amusing lark that will probably rank as one of murphy 's better performances in one of his lesser-praised movies . 3 -the element of surprise might be the only thing femme fatale has going for it . 2 -too stupid to be satire , too obviously hateful to be classified otherwise , frank novak 's irritating slice of lumpen life is as reliably soul-killing as its title is nearly meaningless . 1 -not so much funny as aggressively sitcom-cute , it 's full of throwaway one-liners , not-quite jokes , and a determined tv amiability that allen personifies . 1 -a potent allegorical love story . 3 -no worse than a lot of the crap we 've been offered this summer , and slightly better than men in black 2 as far as slapdash extraterrestrial comedies go . 2 -this is one of the most visually stunning and thematically moving epics in recent memory , and in spite of numerous minor flaws , scorsese 's best in more than a decade . 4 -the whole cast looks to be having so much fun with the slapstick antics and silly street patois , tossing around obscure expressions like bellini and mullinski , that the compact 86 minutes breezes by . 3 -a beautiful and haunting examination of the stories we tell ourselves to make sense of the mundane horrors of the world . 4 -like the film 's almost anthropologically detailed realization of early - '80s suburbia , it 's significant without being overstated . 3 -dissing a bond movie is quite like calling a dog stupid , but when it has the temerity to run over two hours , you feel like winding up with a kick . 2 -suggests puns about ingredients and soup and somebody being off their noodle , but let 's just say the ingredients do n't quite add up to a meal . 1 -has all the poignancy of a hallmark card and all the comedy of a gallagher stand-up act . 2 -a solidly seaworthy chiller . 3 -it 's traditional moviemaking all the way , but it 's done with a lot of careful period attention as well as some very welcome wit . 4 -i enjoyed the ride -lrb- bumps and all -rrb- , creamy depth , and ultimate theme . 4 -a harmless and mildly amusing family comedy . 3 -borrows from so many literary and cinematic sources that this future world feels absolutely deja vu . 1 -sensitive , insightful and beautifully rendered film . 4 -this ecologically minded , wildlife friendly film teaches good ethics while entertaining with its unconventionally wacky but loving family 4 -if this is the danish idea of a good time , prospective tourists might want to consider a different destination -- some jolly country embroiled in a bloody civil war , perhaps . 0 -dolgin and franco fashion a fascinating portrait of a vietnamese-born youngster who eagerly and easily assimilated as an all-american girl with a brand new name in southern tennessee . 4 -to imagine the life of harry potter as a martial arts adventure told by a lobotomized woody allen is to have some idea of the fate that lies in store for moviegoers lured to the mediocrity that is kung pow : enter the fist . 0 -not always too whimsical for its own good -lrb- but enough to do harm -rrb- , this strange hybrid of crime thriller , quirky character study , third-rate romance and female empowerment fantasy never really finds the tonal or thematic glue it needs . 2 -it 's a count for our times . 2 --lrb- t -rrb- hose same extremes prevent us from taking its message seriously , and the stepford wives mentality does n't work in a modern context . 1 -it 's rare to find a film that dazzles the eye , challenges the brain , and satisfies our lust for fast-paced action , but minority report delivers all that and a whole lot more . 4 -i weep for the future when a good portion of the respected critical community in this country consider blue crush to be an intelligent film about young women . 1 -behind the snow games and lovable siberian huskies -lrb- plus one sheep dog -rrb- , the picture hosts a parka-wrapped dose of heart . 3 --lrb- hawn 's character -rrb- is so bluntly written , without a trace of sentimentality , and so blisteringly defined , that every other character seems overlooked and underwritten . 2 -there are moments in this account of the life of artist frida kahlo that are among cinema 's finest this year . 4 -it 's a worse sign when you begin to envy her condition . 2 -shadyac shoots his film like an m. night shyamalan movie , and he frequently maintains the same snail 's pace ; he just forgot to add any genuine tension . 0 -the actors do n't inhabit their roles -- they 're trapped by them , forced to change behavior in bizarre unjustified fashion and spout dialog that consists mostly of platitudes . 0 -friday after next has the same problem that next friday did -- it 's called where 's chris tucker when you need him ? 1 -a mixed bag of a comedy that ca n't really be described as out of this world . 1 -ultimately , the message of trouble every day seems to be that all sexual desire disrupts life 's stasis . 2 -in a normal screen process , these bromides would be barely enough to sustain an interstitial program on the discovery channel . 0 -... surprisingly inert for a movie in which the main character travels back and forth between epochs . 1 -like a documentary version of fight club , shorn of social insight , intellectual pretension and cinematic interest . 2 -a pleasant enough movie , held together by skilled ensemble actors . 3 -more than makes up for its mawkish posing by offering rousing spates of genuine feeling . 3 -de oliveira creates an emotionally rich , poetically plump and visually fulsome , but never showy , film whose bittersweet themes are reinforced and brilliantly personified by michel piccoli . 4 -i hated every minute of it . 0 -what would jesus do if he was a film director ? 2 -a film made with as little wit , interest , and professionalism as artistically possible for a slummy hollywood caper flick . 1 -high on melodrama . 2 -this is junk food cinema at its greasiest . 1 -gangs of new york is an unapologetic mess , whose only saving grace is that it ends by blowing just about everything up . 0 -the cumulative effect of the relentless horror on parade numbs the movie 's power as a work of drama . 2 -audiences can be expected to suspend their disbelief only so far -- and that does not include the 5 o'clock shadow on the tall wooden kid as he skips off to school . 0 -adam sandler is to gary cooper what a gnat is to a racehorse . 0 -search it out . 2 -the master of disaster - it 's a piece of dreck disguised as comedy . 0 -immediately . 2 -u.s. audiences may find -lrb- attal and gainsbourg 's -rrb- unfamiliar personas give the film an intimate and quaint reality that is a little closer to human nature than what hollywood typically concocts . 3 -rich in detail , gorgeously shot and beautifully acted , les destinees is , in its quiet , epic way , daring , inventive and refreshingly unusual . 4 -this is art paying homage to art . 3 -leaves you with a knot in your stomach , its power is undercut by its own head-banging obviousness . 1 -the problem with concept films is that if the concept is a poor one , there 's no saving the movie . 1 -and in truth , cruel as it may sound , he makes arnold schwarzenegger look like spencer tracy . 1 -verbinski substitutes atmosphere for action , tedium for thrills . 1 -though avary has done his best to make something out of ellis ' nothing novel , in the end , his rules is barely worth following . 1 -... always remains movingly genuine . 4 -it tells more than it shows . 2 -i wish i could say `` thank god it 's friday '' , but the truth of the matter is i was glad when it was over . 0 -admirable , certainly , but not much fun to watch . 2 -but this time there 's some mold on the gold . 1 -there are as many misses as hits , but ultimately , it finds humor in the foibles of human behavior , and it 's a welcome return to the roots of a genre that should depend on surprises . 3 -a cinematic sleeping pill of impressive potency . 2 -some actors have so much charisma that you 'd be happy to listen to them reading the phone book . 3 --lrb- a -rrb- rare , beautiful film . 4 -just like every other seagal movie , only louder and without that silly ponytail . 2 -the filmmakers juggle and juxtapose three story lines but fail to come up with one cogent point , unless it 's that life stinks , especially for sensitive married women who really love other women . 1 -the am-radio soundtrack and game cast -- tierney and the inimitable walken especially -- keep this unusual comedy from choking on its own conceit . 2 -although life or something like it is very much in the mold of feel-good movies , the cast and director stephen herek 's polished direction pour delightfully piquant wine from aged bottles . 3 --lrb- two -rrb- fairly dull -- contrasting and interlocking stories about miserable scandinavian settlers in 18th-century canada , and yuppie sailboaters in the here and now . 1 -a recent favourite at sundance , this white-trash satire will inspire the affection of even those unlucky people who never owned a cassette of def leppard 's pyromania . 3 -the film would work much better as a video installation in a museum , where viewers would be free to leave . 0 -an offbeat , sometimes gross and surprisingly appealing animated film about the true meaning of the holidays . 4 -the movie will reach far beyond its core demographic . 4 -too silly to be frightening , too stolid to be funny , it projects the same lazy affability as its nominal star , david arquette . 0 -tim story 's not there yet - but ` barbershop ' shows he 's on his way . 3 -provide -lrb- s -rrb- nail-biting suspense and credible characters without relying on technology-of-the-moment technique or pretentious dialogue . 4 -flavorful and romantic , you could call this how martha got her groove back -- assuming , that is , she ever had one to begin with . 3 -the piano teacher is the sort of movie that discourages american audiences from ever wanting to see another foreign film . 0 -maybe it 's just because this past year has seen the release of some of the worst film comedies in decades ... but honestly , analyze that really is n't all that bad . 2 -like dickens with his passages , mcgrath crafts quite moving scenes throughout his resolutely dramatic variation on the novel . 4 -it 's a minor comedy that tries to balance sweetness with coarseness , while it paints a sad picture of the singles scene . 3 -worth the effort to watch . 3 -the wwii drama is well plotted , visually striking and filled with enjoyably complex characters who are never what they first appear . 4 -the kooky yet shadowy vision clooney sustains throughout is daring , inventive and impressive . 4 -tadpole is emblematic of the witless ageism afflicting films : young is cool , and too young is too cool . 2 -it 's a flashy , star-splashed reduction . 2 -aaliyah rarely dampens her diva persona enough to spark genuine chemistry with townsend . 2 -long after you leave justine , you 'll be wondering what will happen to her and wishing her the best -- whatever that might mean . 2 -so what is the point ? 0 -before long , the film starts playing like general hospital crossed with a saturday night live spoof of dog day afternoon . 1 -while obviously an extremely personal work , it remains inextricably stuck in an emotionally unavailable rut . 2 -it 's hard not to feel you 've just watched a feature-length video game with some really heavy back story . 0 -more a load of enjoyable , conan-esque claptrap than the punishing , special-effects soul assaults the mummy pictures represent . 3 -the kids often appear to be reading the lines and are incapable of conveying any emotion . 1 -ritchie 's treatment of the class reversal is majorly ham-fisted , from the repetitive manifestos that keep getting thrown in people 's faces to the fact amber is such a joke . 1 -now it 's just tired . 1 --lrb- broomfield -rrb- uncovers a story powerful enough to leave the screen sizzling with intrigue . 4 -intriguing and beautiful film , but those of you who read the book are likely to be disappointed . 3 -it ultimately stands forth as an important chronicle of the abuses of one of latin america 's most oppressive regimes . 2 -the creaking , rusty ship makes a fine backdrop , but the ghosts ' haunting is routine . 1 -human resources was a good , straightforward tale , but time out is better . 2 -for all its surface frenzy , high crimes should be charged with loitering -- so much on view , so little to offer . 1 -a splendid entertainment , young in spirit but accomplished in all aspects with the fullness of spirit and sense of ease that comes only with experience . 4 -has little on its mind aside from scoring points with drag gags . 1 -elicits more groans from the audience than jar jar binks , scrappy doo and scooby dumb , all wrapped up into one . 2 -then lower them a bit more . 1 -safe conduct , however ambitious and well-intentioned , fails to hit the entertainment bull 's - eye . 1 -windtalkers celebrates the human spirit and packs an emotional wallop . 4 -it 's the kind of movie you ca n't quite recommend because it is all windup and not much of a pitch , yet you ca n't bring yourself to dislike it . 1 -truth to tell , if you 've seen more than half-a-dozen horror films , there 's nothing here you have n't seen before . 1 -the smartest bonehead comedy of the summer . 4 -i 'd give real money to see the perpetrators of chicago torn apart by dingoes . 1 -the stunning , dreamlike visuals will impress even those viewers who have little patience for euro-film pretension . 4 -noyce films it more as a shocking history lesson than as drama . 2 -great story , bad idea for a movie . 2 -the pacing is glacial , the screenplay is stiff as a board , and things heat up only in the movie 's final scenes . 2 -and if the hours wins ` best picture ' i just might . 3 -the movie bounces all over the map . 1 -just pound away . 2 -here , thankfully , they are . 2 -... a poignant and powerful narrative that reveals that reading writing and arithmetic are not the only subjects to learn in life . 3 -it 's still worth a look . 3 -two hours of melodramatic musical married to two hours of underdog sports intrigue , if the picture also shares the weaknesses of both genres , more 's the pity . 2 -hugh grant and sandra bullock are two such likeable actors . 4 -if melville is creatively a great whale , this film is canned tuna . 0 -these are lives worth watching , paths worth following . 4 -vividly conveys both the pitfalls and the pleasures of over-the-top love . 3 -enduring love but exhausting cinema . 2 -`` its successes are also tempered with elements which prove the direct antithesis of what it gets right . '' 2 --lrb- director peter -rrb- jackson and his crew have so steeped themselves in the majesty of tolkien 's writing that every frame produces new joys , whether you 're a fan of the books or not . 4 -reinforces the talents of screenwriter charlie kaufman , creator of adaptation and being john malkovich . 3 -if you love motown music , you 'll love this documentary . 4 -the story may not be new , but australian director john polson , making his american feature debut , jazzes it up adroitly . 4 -passion , lip-synching , tragedy , and lots of really really high notes . 2 -it wants to be thought of as a subversive little indie film , but it has all the qualities of a modern situation comedy . 2 -an unabashedly schmaltzy and thoroughly enjoyable true story . 3 -the visuals alone make metropolis worth seeing . 3 -trivial where it should be profound , and hyper-cliched where it should be sincere . 0 -ca n't kick about the assembled talent and the russos show genuine promise as comic filmmakers . 2 -julia is played with exasperating blandness by laura regan . 0 -obstacles are too easily overcome and there is n't much in the way of character development in the script . 0 -remarkably accessible and affecting . 4 -watching trouble every day , at least if you do n't know what 's coming , is like biting into what looks like a juicy , delicious plum on a hot summer day and coming away with your mouth full of rotten pulp and living worms . 1 -occasionally , in the course of reviewing art-house obscurities and slam-bam action flicks , a jaded critic smacks into something truly new . 3 -as shaky as the plot is , kaufman 's script is still memorable for some great one-liners . 3 -with recent tensions rekindled by the kathleen soliah trial and the upcoming trial of sla members emily and william harris , not to mention sept. 11 , its difficult these days to appreciate fire 's bright side . 2 -you would be better off investing in the worthy emi recording that serves as the soundtrack , or the home video of the 1992 malfitano-domingo production . 1 -the issue of faith is not explored very deeply 1 -there 's something deeply creepy about never again , a new arrow in schaeffer 's quiver of ineptitudes . 2 -the central story lacks punch . 1 -a tender and touching drama , based on the true story of a troubled african-american 's quest to come to terms with his origins , reveals the yearning we all have in our hearts for acceptance within the family circle . 4 -it 's a worthwhile tutorial in quantum physics and slash-dash 3 -though the violence is far less sadistic than usual , the film is typical miike : fast , furious and full of off-the-cuff imaginative flourishes . 4 -interacting eyeball-to-eyeball and toe-to-toe , hopkins and norton are a winning combination -- but fiennes steals ` red dragon ' right from under their noses . 3 -good actress . 4 -the voices are fine as well . 3 -it will probably prove interesting to ram dass fans , but to others it may feel like a parody of the mellow , peace-and-love side of the '60s counterculture . 2 -it is interesting and fun to see goodall and her chimpanzees on the bigger-than-life screen . 3 -it 's not horrible , just horribly mediocre . 0 -there is a kind of attentive concern that hoffman brings to his characters , as if he has been giving them private lessons , and now it is time for their first public recital . 3 -it 's not thirsty , consuming passion which drives this movie . 2 -perfectly enjoyable , instantly forgettable , nothing to write home about . 2 -it 's fun , but a psychological mess , with austin powers bumping his head on the way out of the closet . 2 -sadly , hewitt 's forte is leaning forward while wearing low-cut gowns , not making snappy comebacks . 1 -apallingly absurd ... the chemistry or lack thereof between newton and wahlberg could turn an imax theater into a 9 '' black and white portable tv . 0 -possession is elizabeth barrett browning meets nancy drew , and it 's directed by ... neil labute . 2 -she must have a very strong back . 3 -this is n't a narrative film -- i do n't know if it 's possible to make a narrative film about september 11th , though i 'm sure some will try -- but it 's as close as anyone has dared to come . 3 -an idealistic love story that brings out the latent 15-year-old romantic in everyone . 3 -i did n't laugh at the ongoing efforts of cube , and his skinny buddy mike epps , to make like laurel and hardy 'n the hood . 1 -a very stylish but ultimately extremely silly tale ... a slick piece of nonsense but nothing more . 1 -viewed on its own terms , treasure planet is better-than-average family entertainment , but true fans of the stevenson 's novel will likely prefer disney 's more faithful 1950 live-action swashbuckling classic . 2 -heavy-handed exercise in time-vaulting literary pretension . 2 -with youthful high spirits , tautou remains captivating throughout michele 's religious and romantic quests , and she is backed by a likable cast . 3 -it 's a movie forged in the fires of chick flick hell . 1 -a bigger holiday downer than your end-of-year 401 -lrb- k -rrb- statement . 1 -there 's a disturbing ` great white hope ' undertone to the other side of heaven that subtly undermines its message of christian love and compassion . 2 -the best way to hope for any chance of enjoying this film is by lowering your expectations . 1 -fuller would surely have called this gutsy and at times exhilarating movie a great yarn . 4 -the problem is that rather than dramatizing this premise , mr. desplechin is content to state it . 2 -a frustrating combination of strained humor and heavy-handed sentimentality . 1 -despite some gulps the film is a fuzzy huggy . 3 -there 's more scatological action in 8 crazy nights than a proctologist is apt to encounter in an entire career . 1 -both awful and appealing . 2 -when the first few villians are introduced as `` spider '' and `` snake '' you know you 're in for a real winner , creativity at its peak . 1 -i doubt anyone will remember the picture by the time christmas really rolls around , but maybe it 'll be on video by then . 1 -a frantic search for laughs , with a hit-to-miss ratio that does n't exactly favour the audience . 1 -a baffling misfire , and possibly the weakest movie -lrb- woody allen -rrb- has made in the last twenty years . 0 -i loved it ! 4 -you 'll be more entertained getting hit by a bus . 0 -all ms. jovovich , as the sanctified heroine , has to do is look radiant , grimly purposeful and mildly alarmed while forcing open doors , wielding wrenches and fleeing monsters . 2 -no question . 2 -the new guy is one of them . 2 -majidi 's poetic love story is a ravishing consciousness-raiser , if a bit draggy at times . 3 -it would be hard to think of a recent movie that has worked this hard to achieve this little fun . 0 -not for everyone , but for those with whom it will connect , it 's a nice departure from standard moviegoing fare . 3 -if this movie belonged to a sorority , it would be called beta alpha delta . 2 -purely propaganda , a work of unabashed hero worship , it is nonetheless -- and likely inadvertently -- a timely and invaluable implicit reminder of the role that u.s. foreign policy has played in the rise of castro . 2 -lacking gravitas , macdowell is a placeholder for grief , and ergo this sloppy drama is an empty vessel . 0 -baran is n't the most transporting or gripping film from iran -- or , indeed , by its director -- but it 's a worthy companion to the many fine , focused films emerging from that most surprising of nations . 2 -a carefully structured scream of consciousness that is tortured and unsettling -- but unquestionably alive . 3 -it 's a hoot and a half , and a great way for the american people to see what a candidate is like when he 's not giving the same 15-cent stump speech . 3 -good for a few unintentional laughs , `` extreme ops '' was obviously made for the `` xxx '' crowd , people who enjoy mindless action without the benefit of decent acting , writing , and direction . 1 -the pleasures of super troopers may be fleeting , but they 'll register strongly with anybody who still retains a soft spot for precollegiate humor . 3 -gee , a second assassin shot kennedy ? 1 -it wo n't bust your gut -- and it 's not intended to -- it 's merely a blandly cinematic surgical examination of what makes a joke a joke . 2 -now it 's a bad , embarrassing movie . 0 -imagine a really bad community theater production of west side story without the songs . 0 -an enchanting spectacular for potter fans anxious to ride the hogwarts express toward a new year of magic and mischief . 4 -is it a total success ? 2 -the film benefits greatly from a less manic tone than its predecessor , as cho appears to have settled comfortably into her skin . 4 -it is , by conventional standards , a fairly terrible movie ... but it is also weirdly fascinating , a ready-made eurotrash cult object . 2 -theirs is a simple and heart-warming story , full of mirth that should charm all but the most cynical . 4 -my goodness , queen latifah has a lot to offer and she seemed to have no problem flaunting her natural gifts . 3 -another big , dumb action movie in the vein of xxx , the transporter is riddled with plot holes big enough for its titular hero to drive his sleek black bmw through . 1 -it 's the kind of pigeonhole-resisting romp that hollywood too rarely provides . 3 -as hugh grant says repeatedly throughout the movie , ` lovely ! 4 -the premise is overshadowed by the uberviolence of the clericks as this becomes just another kung-fu sci-fi movie with silly action sequences . 1 -offers an unusual opportunity to observe the inequities in the death penalty , not just the inherent immorality but also the haphazard administration of it and public misperception of how the whole thing works . 2 -what could have been a neat little story about believing in yourself is swamped by heavy-handed melodrama . 1 -yeah , these flicks are just that damn good . 4 -it took 19 predecessors to get this ? 0 -now , if it only had a brain . 1 -alas , it 's neither . 1 -solid , lump-in-the-throat family entertainment that derives its power by sticking to the facts . 3 -jolie 's performance vanishes somewhere between her hair and her lips . 1 -i regret to report that these ops are just not extreme enough . 1 -the weight of water uses water as a metaphor for subconscious desire , but this leaky script barely stays afloat . 0 -... the sum of the parts equals largely a confused mediocrity . 0 -the plot is very clever , but boyd weighs it down with too many characters and events , all intertwined and far too complicated to keep track of . 1 -places a slightly believable love triangle in a difficult-to-swallow setting , and then disappointingly moves the story into the realm of an improbable thriller . 1 -` dragonfly ' is a movie about a bus wreck that turns into a film wreck . 1 -even if you ca n't pronounce `` gyro '' correctly , you 'll appreciate much of vardalos ' humor , which transcends ethnic boundaries . 3 -writer\/director john mckay ignites some charming chemistry between kate and jed but , when he veers into sodden melodrama , punctuated by violins , it 's disastrous and kate 's jealous female friends become downright despicable . 1 -this insightful , oscar-nominated documentary , in which children on both sides of the ever-escalating conflict have their say away from watchful parental eyes , gives peace yet another chance . 3 -... -lrb- a -rrb- strained comedy that jettisons all opportunities for rock to make his mark by serving up the usual chaotic nonsense . 1 -bourne , jason bourne . 2 -daring , mesmerizing and exceedingly hard to forget . 4 -that zhang would make such a strainingly cute film -- with a blind orphan at its center , no less -- indicates where his ambitions have wandered . 3 -haneke challenges us to confront the reality of sexual aberration . 3 -but director danny devito and screenwriter adam resnick -lrb- remember cabin boy ? -rrb- 2 -although very much like the first movie based on j.k. rowling 's phenomenal fantasy best sellers , this second go-round possesses a quite pleasing , headlong thrust and a likably delinquent attitude . 3 -it 's an awfully derivative story . 0 -extremely boring . 0 -she lists ingredients , but never mixes and stirs . 1 -a whimsical if predictable time-travel fable marred by a willful single-mindedness . 2 -it 's a terrific american sports movie and dennis quaid is its athletic heart . 4 -herzog is obviously looking for a moral to his fable , but the notion that a strong , unified showing among germany and eastern european jews might have changed 20th-century history is undermined by ahola 's inadequate performance . 1 -just one more collection of penis , breast and flatulence gags in search of a story . 0 -an afterschool special without the courage of its convictions . 1 -it 's a brave attempt to tap into the heartbeat of the world , a salute to the universal language of rhythm and a zippy sampling of sounds . 4 -there is an almost poignant dimension to the way that every major stunt seagal 's character ... performs is shot from behind , as if it could fool us into thinking that we 're not watching a double . 2 -murder by numbers is like a couple of mediocre tv-movie - of-the-week films clumsily stuck together . 0 -it 's a refreshing change from the self-interest and paranoia that shape most american representations of castro . 3 -even if the ride 's a little bumpy , with a final lap that 's all too suspiciously smooth , you gotta give director roger michell , best known for the superfluous notting hill , credit for trying . 2 -the movie has a soft , percolating magic , a deadpan suspense . 4 -a ponderous meditation on love that feels significantly longer than its relatively scant 97 minutes . 2 -... hudlin is stuck trying to light a fire with soggy leaves . 1 -once again , director jackson strikes a rewarding balance between emotion on the human scale and action\/effects on the spectacular scale . 3 -liman , of swingers and go , makes his big-budget action film debut something of a clunker as he delivers a long , low-heat chase , interrupted by a middling car chase . 1 -dark , resonant , inventively detailed and packed with fleet turns of plot and a feast of visual amazement . 4 -the bourne identity is what summer screen escapism used to be in the decades when it was geared more to grownups . 3 -hilarious , touching and wonderfully dyspeptic . 4 -if you can get past the fantastical aspects and harsh realities of `` the isle '' you 'll get a sock-you-in-the-eye flick that is a visual tour-de-force and a story that is unlike any you will likely see anywhere else . 3 -an incredibly clever and superbly paced caper filled with scams within scams within scams . 3 -at times , however , dogtown and z-boys lapses into an insider 's lingo and mindset that the uninitiated may find hard to follow , or care about . 1 -a standard haunted house tale transplanted to the high seas . 2 -excellent acting and direction . 4 -the film has a few cute ideas and several modest chuckles but it is n't exactly kiddie-friendly ... alas , santa is more ho-hum than ho-ho-ho and the snowman -lrb- who never gets to play that flute -rrb- has all the charm of a meltdown . 1 -when it comes to entertainment , children deserve better than pokemon 4ever . 1 -... the film falls back on the same old formula of teen sex , outrageous pranks and scenes designed to push the envelope of bad taste for laughs . 1 -fans of the tv series will be disappointed , and everyone else will be slightly bored . 2 -with a story inspired by the tumultuous surroundings of los angeles , where feelings of marginalization loom for every dreamer with a burst bubble , the dogwalker has a few characters and ideas , but it never manages to put them on the same path . 1 -too clunky and too busy ribbing itself to be truly entertaining . 1 -it might be the first sci-fi comedy that could benefit from a three 's company-style laugh track . 2 -energetic and boldly provocative . 4 -... with the candy-like taste of it fading faster than 25-cent bubble gum , i realized this is a throwaway movie that wo n't stand the test of time . 0 -everything you loved about it in 1982 is still there , for everybody who wants to be a kid again , or show it to their own kids . 4 -only two words will tell you what you know when deciding to see it : anthony . 2 -enjoy it for what it is ; you can hate yourself later . 2 -uneasy mishmash of styles and genres . 1 -if nothing else , this movie introduces a promising , unusual kind of psychological horror . 3 -it 's a sometimes interesting remake that does n't compare to the brilliant original . 2 -a triumph of art direction over narrative , but what art direction ! 4 -stars matthew perry and elizabeth hurley illicit more than a chuckle , and more jokes land than crash , but ultimately serving sara does n't distinguish itself from the herd . 1 -dialogue-heavy and too cerebral for its own good -- or , at any rate , too cerebral for its racy subject matter . 1 -if you 're not into the pokemon franchise , this fourth animated movie in four years wo n't convert you -- or even keep your eyes open . 0 -you can practically smell the patchouli oil . 1 -do n't expect any surprises in this checklist of teamwork cliches ... 0 -the film is painfully authentic , and the performances of the young players are utterly convincing . 3 -a sensual performance from abbass buoys the flimsy story , but her inner journey is largely unexplored and we 're left wondering about this exotic-looking woman whose emotional depths are only hinted at . 3 -one of -lrb- herzog 's -rrb- least inspired works . 2 -but here 's the real damn : it is n't funny , either . 0 -a benign but forgettable sci-fi diversion . 1 -an absorbing trip into the minds and motivations of people under stress as well as a keen , unsentimental look at variations on the theme of motherhood . 3 -the vampire thriller blade ii starts off as a wild hoot and then sucks the blood out of its fun -- toward the end , you can feel your veins cringing from the workout . 1 -you see robert de niro singing - and dancing to - west side story show tunes . 2 -is there enough material to merit a documentary on the making of wilco 's last album ? 2 -the movie feels like it 's going to be great , and it carries on feeling that way for a long time , but takeoff just never happens . 1 --lrb- howard -rrb- so good as leon barlow ... that he hardly seems to be acting . 4 -men in black ii has sequel-itis something fierce . 1 -ihops do n't pile on this much syrup . 1 -it 's badly acted , blandly directed , and could have been scripted by someone who just graduated from elementary school . 0 -even the imaginative gore ca n't hide the musty scent of todd farmer 's screenplay , which is a simple retread of the 1979 alien , with a plucky heroine battling a monster loose in a spaceship . 1 -topkapi this is not . 1 -scotland , pa. blurs the line between black comedy and black hole . 2 -not every animated film from disney will become a classic , but forgive me if i 've come to expect more from this studio than some 79-minute after-school `` cartoon '' . 1 -but if it is indeed a duty of art to reflect life , than leigh has created a masterful piece of artistry right here . 4 -i do n't have an i am sam clue . 1 -a sour , nasty offering . 0 -karmen moves like rhythm itself , her lips chanting to the beat , her long , braided hair doing little to wipe away the jeweled beads of sweat . 2 -hmm . 2 -makmalbaf follows a resolutely realistic path in this uncompromising insight into the harsh existence of the kurdish refugees of iran 's borderlands . 3 -an uneven film dealing with too many problems to be taken seriously . 1 -a bowel-curdling , heart-stopping recipe for terror . 3 -earnest falls short of its ideal predecessor largely due to parker 's ill-advised meddling with the timeless source material . 1 -watching scarlet diva , one is poised for titillation , raw insight or both . 3 -the story loses its bite in a last-minute happy ending that 's even less plausible than the rest of the picture . 0 -faultlessly professional but finally slight . 2 -chicago is , in many ways , an admirable achievement . 4 -impresses you with its open-endedness and surprises . 4 -when perry fists a bull at the moore farm , it 's only a matter of time before he gets the upper hand in matters of the heart . 2 -superior genre storytelling , which gets under our skin simply by crossing the nuclear line . 3 -if it tried to do anything more , it would fail and perhaps explode , but at this level of manic whimsy , it is just about right . 3 -the perfect film for those who like sick comedies that can be snide . 3 -do n't plan on the perfect ending , but sweet home alabama hits the mark with critics who escaped from a small town life . 3 -an elegant , exquisitely modulated psychological thriller . 4 -as it abruptly crosscuts among the five friends , it fails to lend the characters ' individual stories enough dramatic resonance to make us care about them . 1 -this is a raw and disturbing tale that took five years to make , and the trio 's absorbing narrative is a heart-wrenching showcase indeed . 3 -this limp gender-bender-baller from a first-time director and rookie screenwriter steals wholesale from that 1982 's tootsie , forgetting only to retain a single laugh . 0 -nolan bravely treads where few american films dare to delve -- into the world of ambivalence and ambiguity ... 3 -no reason for anyone to invest their hard-earned bucks into a movie which obviously did n't invest much into itself either . 0 -the film has just enough of everything -- re-enactments , archival footage , talking-head interviews -- and the music is simply sublime . 4 -as tweedy talks about canning his stockbroker and repairing his pool , you yearn for a few airborne tv sets or nude groupies on the nod to liven things up . 1 -if you 're not the target demographic ... this movie is one long chick-flick slog . 1 -there is n't a weak or careless performance amongst them . 3 -director brian levant , who never strays far from his sitcom roots , skates blithely from one implausible situation to another , pausing only to tie up loose ends with more bows than you 'll find on a french poodle . 1 -barney has created a tour de force that is weird , wacky and wonderful . 4 -the thriller side of this movie is falling flat , as the stalker does n't do much stalking , and no cop or lawyer grasps the concept of actually investigating the case . 1 -scores a few points for doing what it does with a dedicated and good-hearted professionalism . 3 -de niro looks bored , murphy recycles murphy , and you mentally add showtime to the pile of hollywood dreck that represents nothing more than the art of the deal . 0 -the movie stays afloat thanks to its hallucinatory production design . 3 -a soggy , shapeless mess ... just a dumb excuse for a waterlogged equivalent of a haunted-house movie . 1 -novak manages to capture a cruelly hilarious vein of black comedy in the situation with his cast of non-actors and a gritty , no-budget approach . 4 -his warriors collide in balletic explosion that implies an underlying order throughout the chaos . 2 -it almost plays like solaris , but with guns and jokes . 3 -the film 's real appeal wo n't be to clooney fans or adventure buffs , but to moviegoers who enjoy thinking about compelling questions with no easy answers . 3 -despite a blue-chip cast and a provocative title , writer-director peter mattei 's first feature microwaves dull leftover romantic motifs basted in faux-contemporary gravy . 1 -from the big giant titles of the opening credits to elmer bernstein 's perfectly melodic score , haynes gets just about everything right . 3 -maybe it 's asking too much , but if a movie is truly going to inspire me , i want a little more than this . 1 -the film is faithful to what one presumes are the book 's twin premises -- that we become who we are on the backs of our parents , but we have no idea who they were at our age ; and that time is a fleeting and precious commodity no matter how old you are . 3 -how did it ever get made ? 0 -even those of a single digit age will be able to recognize that this story is too goofy ... even for disney . 1 -the lack of opposing viewpoints soon grows tiresome -- the film feels more like a series of toasts at a testimonial dinner than a documentary . 1 -we miss the quirky amazement that used to come along for an integral part of the ride . 1 -or tom green as han solo ? 2 -denis and co-writer michele petin 's impeccable screenplay penetrates with a rawness that that is both unflinching and tantalizing . 4 -earnest but earthbound ... a slow , soggy , soporific , visually dank crime melodrama\/character study that would be more at home on the small screen but for its stellar cast . 1 -using his audience as a figurative port-of-call , dong pulls his even-handed ideological ship to their dock for unloading , before he continues his longer journey still ahead . 2 -the enormous comic potential of an oafish idiot impersonating an aristocrat remains sadly unrealized . 1 -splashes its drama all over the screen , subjecting its audience and characters to action that feels not only manufactured , but also so false you can see the filmmakers ' puppet strings . 0 -little more than a frothy vanity project . 1 -flotsam in the sea of moviemaking , not big enough for us to worry about it causing significant harm and not smelly enough to bother despising . 1 -longley has constructed a remarkably coherent , horrifically vivid snapshot of those turbulent days . 3 -well-written , nicely acted and beautifully shot and scored , the film works on several levels , openly questioning social mores while ensnaring the audience with its emotional pull . 4 -for all its serious sense of purpose ... -lrb- it -rrb- finds a way to lay bare the tragedies of its setting with a good deal of warmth and humor . 3 -these people would n't know subtle characterization if it put on a giant furry monster costume and then gave them a lapdance . 0 -if we do n't demand a standard of quality for the art that we choose , we deserve the trash that we get . 1 -... a roller-coaster ride of a movie 4 -it is a comedy that 's not very funny and an action movie that is not very thrilling -lrb- and an uneasy alliance , at that -rrb- . 0 -remains a solid , if somewhat heavy-handed , account of the near-disaster ... done up by howard with a steady , if not very imaginative , hand . 2 -ja rule and kurupt should have gotten to rap . 2 -this is a terrific character study , a probe into the life of a complex man . 4 -a loving little film of considerable appeal . 4 -the film often achieves a mesmerizing poetry . 4 -almost every scene in this film is a gem that could stand alone , a perfectly realized observation of mood , behavior and intent . 4 -one of the best examples of how to treat a subject , you 're not fully aware is being examined , much like a photo of yourself you did n't know was being taken . 4 -i do n't think i 've been as entranced and appalled by an asian film since shinya tsukamoto 's iron man . 3 -subversive , meditative , clinical and poetic , the piano teacher is a daring work of genius . 3 -everywhere the camera looks there is something worth seeing . 4 -smart science fiction for grown-ups , with only a few false steps along the way . 3 -a disturbing and frighteningly evocative assembly of imagery and hypnotic music composed by philip glass . 2 -it 's an old story , but a lively script , sharp acting and partially animated interludes make just a kiss seem minty fresh . 3 -even by dumb action-movie standards , ballistic : ecks vs. sever is a dumb action movie . 0 -like so many other allegedly scary movies , it gets so tangled up in the twist that it chokes the energy right out of the very audience it seeks to frighten . 0 -it uses an old-time formula , it 's not terribly original and it 's rather messy -- but you just have to love the big , dumb , happy movie my big fat greek wedding . 3 -a somewhat crudely constructed but gripping , questing look at a person so racked with self-loathing , he becomes an enemy to his own race . 3 -disney has always been hit-or-miss when bringing beloved kids ' books to the screen ... tuck everlasting is a little of both . 2 -haneke keeps us at arm 's length . 2 -arguably the year 's silliest and most incoherent movie . 1 -daughter from danang is a film that should be seen by all , especially those who are n't aware of , or have forgotten about the unmentioned victims of war . 3 -some movies are like a tasty hors-d'oeuvre ; this one is a feast . 3 -on the surface , it 's a lovers-on-the-run crime flick , but it has a lot in common with piesiewicz 's and kieslowski 's earlier work , films like the double life of veronique . 3 -what you would end up with if you took orwell , bradbury , kafka , george lucas and the wachowski brothers and threw them into a blender . 3 -though this film can be clumsy , its ambitions are equally -- and admirably -- uncommercial . 2 -the laser-projected paintings provide a spell-casting beauty , while russell and dreyfus are a romantic pairing of hearts , preciously exposed as history corners them . 3 -it 's fairly self-aware in its dumbness . 1 -... a cute and sometimes side-splittingly funny blend of legally blonde and drop dead gorgeous , starring piper perabo in what could be her breakthrough role . 4 -i did n't believe for a moment in these villains or their plot . 1 -lilia 's transformation from strict mother to sensual siren is superficially preposterous , but abbas infuses the role with an unimpeachable core of emotional truth . 2 -the truth is that the truth about charlie gets increasingly tiresome . 1 -... too dull to enjoy . 1 -if the message seems more facile than the earlier films , the images have such a terrible beauty you may not care . 2 -evokes a little of the fear that parents have for the possible futures of their children -- and the sometimes bad choices mothers and fathers make in the interests of doing them good . 3 -intended to be a comedy about relationships , this wretched work falls flat in just about every conceivable area . 1 -these spiders can outrun a motorcycle and wrap a person in a sticky cocoon in seconds , but they fall short of being interesting or entertaining . 1 -do we really need a 77-minute film to tell us exactly why a romantic relationship between a 15-year-old boy and a 40-year-old woman does n't work ? 0 -moderately involving despite bargain-basement photography and hackneyed romance . 1 --lrb- newton -rrb- wanders through charlie completely unaware she needs to show some presence and star quality . 1 -there 's a vastness implied in metropolis that is just breathtaking . 4 -the saturation bombing of reggio 's images and glass ' evocative music ... ultimately leaves viewers with the task of divining meaning . 1 -one of the greatest romantic comedies of the past decade . 4 -brilliant ! ' 4 -this is one for the ages . 4 -all these developments and challenges facing santa weigh down the plot so heavily that they drain all the film of its energy and needlessly strain credibility . 0 -if kaufman kept cameron diaz a prisoner in a cage with her ape , in his latest , he 'd have them mate . 1 -the movie is saved from unbearable lightness by the simplicity of the storytelling and the authenticity of the performances . 2 -the level of maturity displayed by this 33-year-old first-time feature director is astonishing , considering her inexperience and her subject matter . 4 -has a shambling charm ... a cheerfully inconsequential diversion . 3 -k-19 may not hold a lot of water as a submarine epic , but it holds even less when it turns into an elegiacally soggy saving private ryanovich . 1 -despite a powerful portrayal by binoche , it 's a period romance that suffers from an overly deliberate pace and uneven narrative momentum . 1 -a captivating cross-cultural comedy of manners . 3 -resourceful and ingenious entertainment . 4 -lovingly choreographed bloodshed taking place in a pristine movie neverland , basically . 3 -no , it 's the repetition of said behavior , and so children of the century is more mindless love than mad , more grating and boring than anything else . 0 -recalls quiet freak-outs like l'avventura and repulsion . 2 -a bold and subversive film that cuts across the grain of what is popular and powerful in this high-tech age , speaking its truths with spellbinding imagery and the entrancing music of philip glass . 4 -this is n't my favorite in the series , still i enjoyed it enough to recommend . 3 -what is captured during the conceptual process does n't add up to a sufficient explanation of what the final dance work , the selection , became in its final form . 2 -at heart the movie is a deftly wrought suspense yarn whose richer shadings work as coloring rather than substance . 4 -you would n't call the good girl a date movie -lrb- an anti-date movie is more like it -rrb- , but when it 's good , it 's good and horrid . 2 -binoche and magimel are perfect in these roles . 4 -an exceedingly clever piece of cinema . 4 -the cartoon is about as true to the spirit of the festival of lights as mr. deeds was to that of frank capra . 2 -a movie that , rather than skip along the seine , more or less slogs its way through soggy paris , tongue uncomfortably in cheek . 1 diff --git a/data_sets/cls/sst2/description.json b/data_sets/cls/sst2/description.json deleted file mode 100644 index 1add206..0000000 --- a/data_sets/cls/sst2/description.json +++ /dev/null @@ -1,10 +0,0 @@ -{ - "path": "data_sets/cls/sst2", - "seed": "seed5", - "init_prompts": "prompts.txt", - "description": "The dataset consists of movie reviews with binary sentiment annotations. The task is to classify each movie review as either positive or negative. The class mentioned first in the response of the LLM will be the prediction.", - "classes": [ - "negative", - "positive" - ] -} diff --git a/data_sets/cls/sst2/prompts.txt b/data_sets/cls/sst2/prompts.txt deleted file mode 100644 index 1fc8cf1..0000000 --- a/data_sets/cls/sst2/prompts.txt +++ /dev/null @@ -1,16 +0,0 @@ -Please perform Sentiment Classification task. Given the sentence, assign a sentiment label from ['negative', 'positive']. Return label only without any other text. -Your task is to classify the comment "positive" or "negative". -Given a sentence, classify it as either positive or negative sentiment. -Determine the sentiment of a movie review based on a given text, positive or negative. -Given a statement, classify it as expressing a positive or negative opinion. -Given a tweet, classify it as having a positive or negative sentiment. -Determine the sentiment of a product review based on the text provided, positive or negative. -Given a statement, classify it as either expressing approval or disapproval. -Determine the sentiment of the text provided, positive or negative. -Classify a sentence as expressing optimism or pessimism. -In this task, you are given sentences from movie reviews. The task is to classify a sentence as positive or as negative. -When given an English sentence, your task is to analyze it and generate a sentiment word to describe the original text, such as positive or negative. -Now you are a classifier, your task is to determine the sentiment polarity of the given text, whether positive or negative. -You are a sentiment classifier. To do this, you must first understand the meaning of the sentence and any relevant context. And then you should classify it as positive or negative. -Please label the sentiment towards the movie of the given movie review. The sentiment label should be "positive" or "negative". -Given text, classify whether it is positive or negative. diff --git a/data_sets/cls/sst2/prompts_auto.txt b/data_sets/cls/sst2/prompts_auto.txt deleted file mode 100644 index 87a77a5..0000000 --- a/data_sets/cls/sst2/prompts_auto.txt +++ /dev/null @@ -1,20 +0,0 @@ -rate the input-output pairs as either positive or negative. -provide an opinion about the input text and produce a corresponding output of either "positive" or "negative". -determine whether the sentiment expressed in the statement is positive or negative. -determine the sentiment of the input, which the friend did accurately. -evaluate the sentiment of the input sentence. -determine whether the statement is positive or negative. -determine if the given sentences have a positive or negative sentiment. -determine whether the input text has a positive or negative sentiment. -categorize the input sentences as either "positive" or "negative". -evaluate the sentiment of the given input. -judge the input as either positive or negative. -provide a positive or negative opinion based on the given statement. -categorize the input as either positive or negative. -assess the tone of a given statement and provide a positive or negative response. -classify a given statement as either positive or negative. -evaluate the given sentences and provide a positive or negative judgement. -give a positive or negative evaluation based on the description provided. -provide an opinion on the input given (positive or negative). -Rate each sentence as positive or negative. -provide an evaluation of the sentence. diff --git a/data_sets/cls/sst2/seed5/dev.txt b/data_sets/cls/sst2/seed5/dev.txt deleted file mode 100644 index 2c3490b..0000000 --- a/data_sets/cls/sst2/seed5/dev.txt +++ /dev/null @@ -1,200 +0,0 @@ -the film contains no good jokes , no good scenes , barely a moment when carvey 's saturday night live-honed mimicry rises above the level of embarrassment . 0 -this re-do is so dumb and so exploitative in its violence that , ironically , it becomes everything that the rather clumsy original was railing against . 0 -you do n't have to know about music to appreciate the film 's easygoing blend of comedy and romance . 1 -the film 's few ideas are stretched to the point of evaporation ; the whole central section is one big chase that seems to have no goal and no urgency . 0 -a compelling spanish film about the withering effects of jealousy in the life of a young monarch whose sexual passion for her husband becomes an obsession . 1 -a delectable and intriguing thriller filled with surprises , read my lips is an original . 1 -however it may please those who love movies that blare with pop songs , young science fiction fans will stomp away in disgust . 0 -the movie 's accumulated force still feels like an ugly knot tightening in your stomach . 0 -should have been someone else - 0 -an important movie , a reminder of the power of film to move us and to make us examine our values . 1 -for close to two hours the audience is forced to endure three terminally depressed , mostly inarticulate , hyper dysfunctional families for the price of one . 0 -the wild thornberrys movie is a jolly surprise . 1 -the sort of film that makes me miss hitchcock , but also feel optimistic that there 's hope for popular cinema yet . 1 -despite the evocative aesthetics evincing the hollow state of modern love life , the film never percolates beyond a monotonous whine . 0 -made with no discernible craft and monstrously sanctimonious in dealing with childhood loss . 0 -it 's a beautiful madness . 1 -you wonder why enough was n't just a music video rather than a full-length movie . 0 -a good piece of work more often than not . 1 -the movie achieves as great an impact by keeping these thoughts hidden as ... (quills) did by showing them . 1 -it 's so good that its relentless , polished wit can withstand not only inept school productions , but even oliver parker 's movie adaptation . 1 -a better title , for all concerned , might be swept under the rug . 0 -the reality of the new live-action pinocchio he directed , cowrote and starred in borders on the grotesque . 0 -a lackluster , unessential sequel to the classic disney adaptation of j.m. barrie 's peter pan . 0 -stealing harvard is evidence that the farrelly bros. -- peter and bobby -- and their brand of screen comedy are wheezing to an end , along with green 's half-hearted movie career . 0 -it 's made with deftly unsettling genre flair . 1 -scorsese does n't give us a character worth giving a damn about . 0 -the iditarod lasts for days - this just felt like it did . 0 -the man from elysian fields is a cold , bliss-less work that groans along thinking itself some important comment on how life throws us some beguiling curves . 0 -candid and comfortable ; a film that deftly balances action and reflection as it lets you grasp and feel the passion others have for their work . 1 -his healthy sense of satire is light and fun ... 1 -uses high comedy to evoke surprising poignance . 1 -a subtle and well-crafted (for the most part) chiller . 1 -i am sorry that i was unable to get the full brunt of the comedy . 0 -... turns so unforgivably trite in its last 10 minutes that anyone without a fortified sweet tooth will likely go into sugar shock . 0 -manages to be both repulsively sadistic and mundane . 0 -it 's a bad thing when a movie has about as much substance as its end credits blooper reel . 0 -confirms the nagging suspicion that ethan hawke would be even worse behind the camera than he is in front of it . 0 -and that 's a big part of why we go to the movies . 1 -it 's worth seeing just on the basis of the wisdom , and at times , the startling optimism , of the children . 1 -i had to look away - this was god awful . 0 -... a magnificent drama well worth tracking down . 1 -it has charm to spare , and unlike many romantic comedies , it does not alienate either gender in the audience . 1 -... plot holes so large and obvious a marching band might as well be stomping through them in clown clothes , playing a college football fight song on untuned instruments . 0 -there is no pleasure in watching a child suffer . 0 -altogether , this is successful as a film , while at the same time being a most touching reconsideration of the familiar masterpiece . 1 -the director knows how to apply textural gloss , but his portrait of sex-as-war is strictly sitcom . 0 -corpus collosum -- while undeniably interesting -- wore out its welcome well before the end credits rolled about 45 minutes in . 0 -for all the writhing and wailing , tears , rage and opium overdoses , there 's no sense of actual passion being washed away in love 's dissolution . 0 -a quiet , pure , elliptical film 1 -no way i can believe this load of junk . 0 -chokes on its own depiction of upper-crust decorum . 0 -(lawrence bounces) all over the stage , dancing , running , sweating , mopping his face and generally displaying the wacky talent that brought him fame in the first place . 1 -in an effort , i suspect , not to offend by appearing either too serious or too lighthearted , it offends by just being wishy-washy . 0 -the script is n't very good ; not even someone as gifted as hoffman (the actor) can make it work . 0 -with virtually no interesting elements for an audience to focus on , chelsea walls is a triple-espresso endurance challenge . 0 -scores no points for originality , wit , or intelligence . 0 -bennett 's naturalistic performance speaks volumes more truth than any ` reality ' show , and anybody contemplating their own drastic life changes should watch some body first . 1 -a study in shades of gray , offering itself up in subtle plot maneuvers ... 1 -it feels like an after-school special gussied up with some fancy special effects , and watching its rote plot points connect is about as exciting as gazing at an egg timer for 93 minutes . 0 -in a way , the film feels like a breath of fresh air , but only to those that allow it in . 1 -hardly a masterpiece , but it introduces viewers to a good charitable enterprise and some interesting real people . 1 -my reaction in a word : disappointment . 0 -it 's somewhat clumsy and too lethargically paced -- but its story about a mysterious creature with psychic abilities offers a solid build-up , a terrific climax , and some nice chills along the way . 0 -by candidly detailing the politics involved in the creation of an extraordinary piece of music , (jones) calls our attention to the inherent conflict between commerce and creativity . 1 -the result is a gaudy bag of stale candy , something from a halloween that died . 0 -enormously entertaining for moviegoers of any age . 1 -this one is definitely one to skip , even for horror movie fanatics . 0 -do n't be fooled by the impressive cast list - eye see you is pure junk . 0 -maud and roland 's search for an unknowable past makes for a haunting literary detective story , but labute pulls off a neater trick in possession : he makes language sexy . 1 -for all its impressive craftsmanship , and despite an overbearing series of third-act crescendos , lily chou-chou never really builds up a head of emotional steam . 0 -building slowly and subtly , the film , sporting a breezy spontaneity and realistically drawn characterizations , develops into a significant character study that is both moving and wise . 1 -turns potentially forgettable formula into something strangely diverting . 1 -while (hill) has learned new tricks , the tricks alone are not enough to salvage this lifeless boxing film . 0 -a hamfisted romantic comedy that makes our girl the hapless facilitator of an extended cheap shot across the mason-dixon line . 0 -in the end , the movie collapses on its shaky foundation despite the best efforts of director joe carnahan . 0 -a very long movie , dull in stretches , with entirely too much focus on meal preparation and igloo construction . 0 -it 's one pussy-ass world when even killer-thrillers revolve around group therapy sessions . 0 -despite its title , punch-drunk love is never heavy-handed . 1 -for the most part , director anne-sophie birot 's first feature is a sensitive , extraordinarily well-acted drama . 1 -and that leaves a hole in the center of the salton sea . 0 -an intriguing cinematic omnibus and round-robin that occasionally is more interesting in concept than in execution . 1 -it 's as if you 're watching a movie that was made in 1978 but not released then because it was so weak , and it has been unearthed and released now , when it has become even weaker . 0 -the talented and clever robert rodriguez perhaps put a little too much heart into his first film and did n't reserve enough for his second . 0 -it wants to tweak them with a taste of tangy new humor . 1 -another one of those estrogen overdose movies like `` divine secrets of the ya ya sisterhood , '' except that the writing , acting and character development are a lot better . 1 -that 's a cheat . 0 -a coda in every sense , the pinochet case splits time between a minute-by-minute account of the british court 's extradition chess game and the regime 's talking-head survivors . 1 -so , too , is this comedy about mild culture clashing in today 's new delhi . 1 -` easily my choice for one of the year 's best films . ' 1 -a deep and meaningful film . 1 -a swashbuckling tale of love , betrayal , revenge and above all , faith . 1 -... a hollow joke told by a cinematic gymnast having too much fun embellishing the misanthropic tale to actually engage it . 0 -it inspires a continuing and deeply satisfying awareness of the best movies as monumental ` picture shows . ' 1 -as a first-time director , paxton has tapped something in himself as an actor that provides frailty with its dark soul . 1 -dazzling in its complexity , disturbing for its extraordinary themes , the piano teacher is a film that defies categorisation . 1 -taylor appears to have blown his entire budget on soundtrack rights and had nothing left over for jokes . 0 -for the most part , it 's a work of incendiary genius , steering clear of knee-jerk reactions and quick solutions . 1 -suffocated by its fussy script and uptight characters , this musty adaptation is all the more annoying since it 's been packaged and sold back to us by hollywood . 0 -inside the film 's conflict-powered plot there is a decent moral trying to get out , but it 's not that , it 's the tension that keeps you in your seat . 1 -it 's a demented kitsch mess (although the smeary digital video does match the muddled narrative) , but it 's savvy about celebrity and has more guts and energy than much of what will open this year . 1 -outer-space buffs might love this film , but others will find its pleasures intermittent . 0 -very special effects , brilliantly bold colors and heightened reality ca n't hide the giant achilles ' heel in `` stuart little 2 `` : there 's just no story , folks . 0 -the piece plays as well as it does thanks in large measure to anspaugh 's three lead actresses . 1 -(w) hile long on amiable monkeys and worthy environmentalism , jane goodall 's wild chimpanzees is short on the thrills the oversize medium demands . 0 -nervous breakdowns are not entertaining . 0 -has all the depth of a wading pool . 0 -though only 60 minutes long , the film is packed with information and impressions . 1 -every dance becomes about seduction , where backstabbing and betrayals are celebrated , and sex is currency . 0 -one of those pictures whose promising , if rather precious , premise is undercut by amateurish execution . 0 -ramsay , as in ratcatcher , remains a filmmaker with an acid viewpoint and a real gift for teasing chilly poetry out of lives and settings that might otherwise seem drab and sordid . 1 -the film 's welcome breeziness and some unbelievably hilarious moments -- most portraying the idiocy of the film industry -- make it mostly worth the trip . 1 -it 's not the ultimate depression-era gangster movie . 0 -for each chuckle there are at least 10 complete misses , many coming from the amazingly lifelike tara reid , whose acting skills are comparable to a cardboard cutout . 0 -whether you like rap music or loathe it , you ca n't deny either the tragic loss of two young men in the prime of their talent or the power of this movie . 1 -a tender , witty , captivating film about friendship , love , memory , trust and loyalty . 1 -like watching a dress rehearsal the week before the show goes up : everything 's in place but something 's just a little off-kilter . 0 -overall very good for what it 's trying to do . 1 -mattei is tiresomely grave and long-winded , as if circularity itself indicated profundity . 0 -wince-inducing dialogue , thrift-shop costumes , prosthetic makeup by silly putty and kmart blue-light-special effects all conspire to test trekkie loyalty . 0 -good car chases , great fight scenes , and a distinctive blend of european , american and asian influences . 1 -there is n't nearly enough fun here , despite the presence of some appealing ingredients . 0 -you will emerge with a clearer view of how the gears of justice grind on and the death report comes to share airtime alongside the farm report . 1 -an operatic , sprawling picture that 's entertainingly acted , magnificently shot and gripping enough to sustain most of its 170-minute length . 1 -an unwise amalgam of broadcast news and vibes . 0 -expect the same-old , lame-old slasher nonsense , just with different scenery . 0 -no telegraphing is too obvious or simplistic for this movie . 0 -a movie with a real anarchic flair . 1 -a sometimes tedious film . 0 -my thoughts were focused on the characters . 1 -i 'll bet the video game is a lot more fun than the film . 0 -given how heavy-handed and portent-heavy it is , this could be the worst thing soderbergh has ever done . 0 -nothing in waking up in reno ever inspired me to think of its inhabitants as anything more than markers in a screenplay . 0 -we know the plot 's a little crazy , but it held my interest from start to finish . 1 -(d) oes n't bother being as cloying or preachy as equivalent evangelical christian movies -- maybe the filmmakers know that the likely audience will already be among the faithful . 1 -there 's something auspicious , and daring , too , about the artistic instinct that pushes a majority-oriented director like steven spielberg to follow a.i. with this challenging report so liable to unnerve the majority . 1 -macdowell , whose wifty southern charm has anchored lighter affairs ... brings an absolutely riveting conviction to her role . 1 -a giggle-inducing comedy with snappy dialogue and winning performances by an unlikely team of oscar-winners : susan sarandon and goldie hawn . 1 -there seems to be no clear path as to where the story 's going , or how long it 's going to take to get there . 0 -a movie that reminds us of just how exciting and satisfying the fantasy cinema can be when it 's approached with imagination and flair . 1 -pacino is brilliant as the sleep-deprived dormer , his increasing weariness as much existential as it is physical . 1 -it seems like i have been waiting my whole life for this movie and now i ca n't wait for the sequel . 1 -good old-fashioned slash-and-hack is back ! 1 -comes off like a rejected abc afterschool special , freshened up by the dunce of a screenwriting 101 class . 0 -plays like a volatile and overlong w magazine fashion spread . 0 -feels haphazard , as if the writers mistakenly thought they could achieve an air of frantic spontaneity by simply tossing in lots of characters doing silly stuff and stirring the pot . 0 -it provides the grand , intelligent entertainment of a superior cast playing smart people amid a compelling plot . 1 -even in its most tedious scenes , russian ark is mesmerizing . 1 -a disappointment for those who love alternate versions of the bard , particularly ones that involve deep fryers and hamburgers . 0 -dragonfly has no atmosphere , no tension -- nothing but costner , flailing away . 0 -huston nails both the glad-handing and the choking sense of hollow despair . 1 -there are some wonderfully fresh moments that smooth the moral stiffness with human kindness and hopefulness . 1 -the vitality of the actors keeps the intensity of the film high , even as the strafings blend together . 1 -the lion king was a roaring success when it was released eight years ago , but on imax it seems better , not just bigger . 1 -do not see this film . 0 -the film tries too hard to be funny and tries too hard to be hip . 0 -the film 's performances are thrilling . 1 -the movie is beautiful to behold and engages one in a sense of epic struggle -- inner and outer -- that 's all too rare in hollywood 's hastier productions . 1 -although huppert 's intensity and focus has a raw exhilaration about it , the piano teacher is anything but fun . 0 -dense with characters and contains some thrilling moments . 1 -first-time writer-director serry shows a remarkable gift for storytelling with this moving , effective little film . 1 -i just loved every minute of this film . 1 -all the amped-up tony hawk-style stunts and thrashing rap-metal ca n't disguise the fact that , really , we 've been here , done that . 0 -i do n't mind having my heartstrings pulled , but do n't treat me like a fool . 0 -a very well-made , funny and entertaining picture . 1 -old-form moviemaking at its best . 1 -this flick is about as cool and crowd-pleasing as a documentary can get . 1 -sit through this one , and you wo n't need a magic watch to stop time ; your dvd player will do it for you . 0 -excessive , profane , packed with cartoonish violence and comic-strip characters . 0 -what the director ca n't do is make either of val kilmer 's two personas interesting or worth caring about . 0 -the best revenge may just be living well because this film , unlike other dumas adaptations , is far more likened to a treasure than a lengthy jail sentence . 1 -with rabbit-proof fence , noyce has tailored an epic tale into a lean , economical movie . 1 -vera 's technical prowess ends up selling his film short ; he smoothes over hard truths even as he uncovers them . 0 -this illuminating documentary transcends our preconceived vision of the holy land and its inhabitants , revealing the human complexities beneath . 1 -lapaglia 's ability to convey grief and hope works with weaver 's sensitive reactions to make this a two-actor master class . 1 -majidi is an unconventional storyteller , capable of finding beauty in the most depressing places . 1 -here 's yet another studio horror franchise mucking up its storyline with glitches casual fans could correct in their sleep . 0 -it 's dumb , but more importantly , it 's just not scary . 0 -the old-world - meets-new mesh is incarnated in the movie 's soundtrack , a joyful effusion of disco bollywood that , by the end of monsoon wedding , sent my spirit soaring out of the theater . 1 -villeneuve spends too much time wallowing in bibi 's generic angst (there are a lot of shots of her gazing out windows) . 0 -a densely constructed , highly referential film , and an audacious return to form that can comfortably sit among jean-luc godard 's finest work . 1 -smart , provocative and blisteringly funny . 1 -it 's hard to like a film about a guy who is utterly unlikeable , and shiner , starring michael caine as an aging british boxing promoter desperate for a taste of fame and fortune , is certainly that . 0 -jaglom ... put (s) the audience in the privileged position of eavesdropping on his characters 1 -among the year 's most intriguing explorations of alientation . 1 -escaping the studio , piccoli is warmly affecting and so is this adroitly minimalist movie . 1 -k-19 exploits our substantial collective fear of nuclear holocaust to generate cheap hollywood tension . 0 -though perry and hurley make inspiring efforts to breathe life into the disjointed , haphazard script by jay scherick and david ronn , neither the actors nor director reginald hudlin can make it more than fitfully entertaining . 0 -harrison 's flowers puts its heart in the right place , but its brains are in no particular place at all . 1 -holm ... embodies the character with an effortlessly regal charisma . 1 -it 's a remarkably solid and subtly satirical tour de force . 1 -a delightful coming-of-age story . 1 -a romantic comedy enriched by a sharp eye for manners and mores . 1 -a spellbinding african film about the modern condition of rootlessness , a state experienced by millions around the globe . 1 -it has the charm of the original american road movies , feasting on the gorgeous , ramshackle landscape of the filmmaker 's motherland . 1 -... the movie is just a plain old monster . 0 -a taut psychological thriller that does n't waste a moment of its two-hour running time . 1 -the film 's tone and pacing are off almost from the get-go . 0 -the most compelling wiseman epic of recent years . 1 -just embarrassment and a vague sense of shame . 0 -(e) ventually , every idea in this film is flushed down the latrine of heroism . 0 diff --git a/data_sets/cls/sst2/seed5/test.txt b/data_sets/cls/sst2/seed5/test.txt deleted file mode 100644 index b44c208..0000000 --- a/data_sets/cls/sst2/seed5/test.txt +++ /dev/null @@ -1,200 +0,0 @@ -looking aristocratic , luminous yet careworn in jane hamilton 's exemplary costumes , rampling gives a performance that could not be improved upon . ' 1 -director of photography benoit delhomme shot the movie in delicious colors , and the costumes and sets are grand . 1 -a moody , multi-dimensional love story and sci-fi mystery , solaris is a thought-provoking , haunting film that allows the seeds of the imagination to germinate . 1 -for movie lovers as well as opera lovers , tosca is a real treat . 1 -may be far from the best of the series , but it 's assured , wonderfully respectful of its past and thrilling enough to make it abundantly clear that this movie phenomenon has once again reinvented itself for a new generation . 1 -it proves quite compelling as an intense , brooding character study . 1 -coughs and sputters on its own postmodern conceit . 0 -at once half-baked and overheated . 0 -it confirms fincher 's status as a film maker who artfully bends technical know-how to the service of psychological insight . 1 -bleakly funny , its characters all the more touching for refusing to pity or memorialize themselves . 1 -i do n't think i laughed out loud once . 0 -sam mendes has become valedictorian at the school for soft landings and easy ways out . 0 -and if you 're not nearly moved to tears by a couple of scenes , you 've got ice water in your veins . 1 -people cinema at its finest . 1 -griffiths proves she 's that rare luminary who continually raises the standard of her profession . 1 -what really makes it special is that it pulls us into its world , gives us a hero whose suffering and triumphs we can share , surrounds him with interesting characters and sends us out of the theater feeling we 've shared a great adventure . 1 -one of the more irritating cartoons you will see this , or any , year . 0 -if you dig on david mamet 's mind tricks ... rent this movie and enjoy ! 1 -something akin to a japanese alice through the looking glass , except that it seems to take itself far more seriously . 1 -a gripping movie , played with performances that are all understated and touching . 1 -velocity represents everything wrong with '' independent film '' as a commodified , sold-out concept on the american filmmaking scene . 0 -so unassuming and pure of heart , you ca n't help but warmly extend your arms and yell ` safe ! ' 1 -while undisputed is n't exactly a high , it is a gripping , tidy little movie that takes mr. hill higher than he 's been in a while . 1 -what is 100 % missing here is a script of even the most elemental literacy , an inkling of genuine wit , and anything resembling acting . 0 -tries to add some spice to its quirky sentiments but the taste is all too familiar . 0 -a coarse and stupid gross-out . 0 -the movie is dawn of the dead crossed with john carpenter 's ghosts of mars , with zombies not as ghoulish as the first and trains not as big as the second . 0 -the very definition of the ` small ' movie , but it is a good stepping stone for director sprecher . 1 -the humor is forced and heavy-handed , and occasionally simply unpleasant . 0 -it 's inoffensive , cheerful , built to inspire the young people , set to an unending soundtrack of beach party pop numbers and aside from its remarkable camerawork and awesome scenery , it 's about as exciting as a sunburn . 0 -the characters are interesting and often very creatively constructed from figure to backstory . 1 -generally , clockstoppers will fulfill your wildest fantasies about being a different kind of time traveler , while happily killing 94 minutes . 1 -late marriage 's stiffness is unlikely to demonstrate the emotional clout to sweep u.s. viewers off their feet . 0 -schaeffer has to find some hook on which to hang his persistently useless movies , and it might as well be the resuscitation of the middle-aged character . 0 -offers very little genuine romance and even fewer laughs ... a sad sitcom of a movie , largely devoid of charm . 0 -not since tom cruise in risky business has an actor made such a strong impression in his underwear . 1 -a must-see for the david mamet enthusiast and for anyone who appreciates intelligent , stylish moviemaking . 1 -it 's everything you do n't go to the movies for . 0 -more whiny downer than corruscating commentary . 0 -further proof that the epicenter of cool , beautiful , thought-provoking foreign cinema is smack-dab in the middle of dubya 's axis of evil . 1 -it haunts , horrifies , startles and fascinates ; it is impossible to look away . 1 -a sequel that 's much too big for its britches . 0 -this time mr. burns is trying something in the martin scorsese street-realist mode , but his self-regarding sentimentality trips him up again . 0 -its well of thorn and vinegar (and simple humanity) has long been plundered by similar works featuring the insight and punch this picture so conspicuously lacks . 0 -may reawaken discussion of the kennedy assassination but this fictional film looks made for cable rather than for the big screen . 0 -teen movies have really hit the skids . 0 -for this reason and this reason only -- the power of its own steadfast , hoity-toity convictions -- chelsea walls deserves a medal . 1 -there ought to be a directing license , so that ed burns can have his revoked . 0 -there is a fabric of complex ideas here , and feelings that profoundly deepen them . 1 -director andrew niccol ... demonstrates a wry understanding of the quirks of fame . 1 -(serry) wants to blend politics and drama , an admirable ambition . 1 -the film flat lines when it should peak and is more missed opportunity and trifle than dark , decadent truffle . 0 -the experience of going to a film festival is a rewarding one ; the experiencing of sampling one through this movie is not . 0 -beautifully observed , miraculously unsentimental comedy-drama . 1 -if steven soderbergh 's ` solaris ' is a failure it is a glorious failure . 1 -the structure the film takes may find matt damon and ben affleck once again looking for residuals as this officially completes a good will hunting trilogy that was never planned . 1 -scooby dooby doo \/ and shaggy too \/ you both look and sound great . 1 -deadeningly dull , mired in convoluted melodrama , nonsensical jargon and stiff-upper-lip laboriousness . 0 -drops you into a dizzying , volatile , pressure-cooker of a situation that quickly snowballs out of control , while focusing on the what much more than the why . 1 -if you 're hard up for raunchy college humor , this is your ticket right here . 1 -feels too formulaic and too familiar to produce the transgressive thrills of early underground work . 0 -like leon , it 's frustrating and still oddly likable . 1 -this is human comedy at its most amusing , interesting and confirming . 1 -does n't offer much besides glib soullessness , raunchy language and a series of brutal set pieces ... that raise the bar on stylized screen violence . 0 -a film about a young man finding god that is accessible and touching to the marrow . 1 -the moviegoing equivalent of going to a dinner party and being forced to watch the host and hostess 's home video of their baby 's birth . 0 -not really bad so much as distasteful : we need kidnapping suspense dramas right now like we need doomsday thrillers . 0 -his comedy premises are often hackneyed or just plain crude , calculated to provoke shocked laughter , without following up on a deeper level . 0 -charles ' entertaining film chronicles seinfeld 's return to stand-up comedy after the wrap of his legendary sitcom , alongside wannabe comic adams ' attempts to get his shot at the big time . 1 -makes for a pretty unpleasant viewing experience . 0 -this movie is maddening . 0 -travels a fascinating arc from hope and euphoria to reality and disillusionment . 1 -to call the other side of heaven `` appalling '' would be to underestimate just how dangerous entertainments like it can be . 0 -atom egoyan has conjured up a multilayered work that tackles any number of fascinating issues 1 -passable entertainment , but it 's the kind of motion picture that wo n't make much of a splash when it 's released , and will not be remembered long afterwards . 0 -not the kind of film that will appeal to a mainstream american audience , but there is a certain charm about the film that makes it a suitable entry into the fest circuit . 1 -it 's fun lite . 1 -... routine , harmless diversion and little else . 1 -minority report is exactly what the title indicates , a report . 1 -it 's a cookie-cutter movie , a cut-and-paste job . 0 -sacrifices the value of its wealth of archival foot-age with its less-than-objective stance . 0 -serving sara does n't serve up a whole lot of laughs . 0 -birthday girl is an amusing joy ride , with some surprisingly violent moments . 1 -it 's too self-important and plodding to be funny , and too clipped and abbreviated to be an epic . 0 -a difficult , absorbing film that manages to convey more substance despite its repetitions and inconsistencies than do most films than are far more pointed and clear . 1 -` de niro ... is a veritable source of sincere passion that this hollywood contrivance orbits around . ' 1 -you 'll gasp appalled and laugh outraged and possibly , watching the spectacle of a promising young lad treading desperately in a nasty sea , shed an errant tear . 1 -reggio 's continual visual barrage is absorbing as well as thought-provoking . 1 -and the lesson , in the end , is nothing new . 0 -dull , lifeless , and amateurishly assembled . 0 -at a time when half the so-called real movies are little more than live-action cartoons , it 's refreshing to see a cartoon that knows what it is , and knows the form 's history . 1 -an effectively creepy , fear-inducing (not fear-reducing) film from japanese director hideo nakata , who takes the superstitious curse on chain letters and actually applies it . 1 -it is great summer fun to watch arnold and his buddy gerald bounce off a quirky cast of characters . 1 -holden caulfield did it better . 0 -richard gere and diane lane put in fine performances as does french actor oliver martinez . 1 -the notion that bombing buildings is the funniest thing in the world goes entirely unexamined in this startlingly unfunny comedy . 0 -one of the best films of the year with its exploration of the obstacles to happiness faced by five contemporary individuals ... a psychological masterpiece . 1 -so unremittingly awful that labeling it a dog probably constitutes cruelty to canines . 0 -too much of the humor falls flat . 0 -the title not only describes its main characters , but the lazy people behind the camera as well . 0 -the best that can be said about the work here of scottish director ritchie ... is that he obviously does n't have his heart in it . 0 -it all adds up to good fun . 1 -a giggle a minute . 1 -the movie is what happens when you blow up small potatoes to 10 times their natural size , and it ai n't pretty . 0 -it gets onto the screen just about as much of the novella as one could reasonably expect , and is engrossing and moving in its own right . 1 -as surreal as a dream and as detailed as a photograph , as visually dexterous as it is at times imaginatively overwhelming . 1 -light years \/ several warp speeds \/ levels and levels of dilithium crystals better than the pitiful insurrection . 1 -highbrow self-appointed guardians of culture need not apply , but those who loved cool as ice have at last found a worthy follow-up . 1 -... mafia , rap stars and hood rats butt their ugly heads in a regurgitation of cinematic violence that gives brutal birth to an unlikely , but likable , hero . ' 1 -the band 's courage in the face of official repression is inspiring , especially for aging hippies (this one included) . 1 -almost gags on its own gore . 0 -worth watching for dong jie 's performance -- and for the way it documents a culture in the throes of rapid change . 1 -a psychological thriller with a genuinely spooky premise and an above-average cast , actor bill paxton 's directing debut is a creepy slice of gothic rural americana . 1 -works hard to establish rounded characters , but then has nothing fresh or particularly interesting to say about them . 0 -an exhilarating futuristic thriller-noir , minority report twists the best of technology around a gripping story , delivering a riveting , pulse intensifying escapist adventure of the first order 1 -by getting myself wrapped up in the visuals and eccentricities of many of the characters , i found myself confused when it came time to get to the heart of the movie . 0 -while locals will get a kick out of spotting cleveland sites , the rest of the world will enjoy a fast-paced comedy with quirks that might make the award-winning coen brothers envious . 1 -this nickleby thing might have more homosexual undertones than an eddie murphy film . 0 -yes , dull . 0 -at times , the suspense is palpable , but by the end there 's a sense that the crux of the mystery hinges on a technicality that strains credulity and leaves the viewer haunted by the waste of potential . 0 -it 's the chemistry between the women and the droll scene-stealing wit and wolfish pessimism of anna chancellor that makes this `` two weddings and a funeral '' fun . 1 -a poignant , artfully crafted meditation on mortality . 1 -i 'd have to say the star and director are the big problems here . 0 -a strangely compelling and brilliantly acted psychological drama . 1 -it 's a buggy drag . 0 -the action switches between past and present , but the material link is too tenuous to anchor the emotional connections that purport to span a 125-year divide . 0 -anchored by friel and williams 's exceptional performances , the film 's power lies in its complexity . 1 -i 'm just too bored to care . 0 -it 's difficult to imagine the process that produced such a script , but here 's guessing that spray cheese and underarm noises played a crucial role . 0 -blanchett 's performance confirms her power once again . 1 -if looking for a thrilling sci-fi cinematic ride , do n't settle for this imposter . 0 -perceptive in its vision of nascent industrialized world politics as a new art form , but far too clunky , didactic and saddled with scenes that seem simply an ill fit for this movie . 0 -the emotions are raw and will strike a nerve with anyone who 's ever had family trauma . 1 -chilling , well-acted , and finely directed : david jacobson 's dahmer . 1 -liotta put on 30 pounds for the role , and has completely transformed himself from his smooth , goodfellas image . 1 -too often , the viewer is n't reacting to humor so much as they are wincing back in repugnance . 0 -the chateau cleverly probes the cross-cultural differences between gauls and yanks . 1 -whether writer-director anne fontaine 's film is a ghost story , an account of a nervous breakdown , a trip down memory lane , all three or none of the above , it is as seductive as it is haunting . 1 -this is n't even madonna 's swept away . 0 -it 's a bit disappointing that it only manages to be decent instead of dead brilliant . 0 -kinnear does n't aim for our sympathy , but rather delivers a performance of striking skill and depth . 1 -(chaiken 's) talent lies in an evocative , accurate observation of a distinctive milieu and in the lively , convincing dialogue she creates for her characters . 1 -pumpkin takes an admirable look at the hypocrisy of political correctness , but it does so with such an uneven tone that you never know when humor ends and tragedy begins . 0 -... a fun little timewaster , helped especially by the cool presence of jean reno . 1 -samira makhmalbaf 's new film blackboards is much like the ethos of a stream of consciousness , although , it 's unfortunate for the viewer that the thoughts and reflections coming through are torpid and banal 0 -far more imaginative and ambitious than the trivial , cash-in features nickelodeon has made from its other animated tv series . 1 -with the exception of some fleetingly amusing improvisations by cedric the entertainer as perry 's boss , there is n't a redeeming moment here . 0 -... a story we have n't seen on the big screen before , and it 's a story that we as americans , and human beings , should know . 1 -the magic of the film lies not in the mysterious spring but in the richness of its performances . 1 -it 's like every bad idea that 's ever gone into an after-school special compiled in one place , minus those daytime programs ' slickness and sophistication (and who knew they even had any ?) . 0 -a literate presentation that wonderfully weaves a murderous event in 1873 with murderous rage in 2002 . 1 -seldahl 's barbara is a precise and moving portrait of someone whose world is turned upside down , first by passion and then by illness . 1 -looks and feels like a project better suited for the small screen . 0 -it 's like watching a nightmare made flesh . 0 -even on those rare occasions when the narrator stops yammering , miller 's hand often feels unsure . 0 -... an otherwise intense , twist-and-turn thriller that certainly should n't hurt talented young gaghan 's resume . 1 -a poignant and compelling story about relationships , food of love takes us on a bumpy but satisfying journey of the heart . 1 -partway through watching this saccharine , easter-egg-colored concoction , you realize that it is made up of three episodes of a rejected tv show . 0 -if the first men in black was money , the second is small change . 0 -the film is based on truth and yet there is something about it that feels incomplete , as if the real story starts just around the corner . 0 -the tale of tok (andy lau) , a sleek sociopath on the trail of o (takashi sorimachi) , the most legendary of asian hitmen , is too scattershot to take hold . 0 -on the whole , the movie lacks wit , feeling and believability to compensate for its incessant coarseness and banality . 0 -that dogged good will of the parents and ` vain ' jia 's defoliation of ego , make the film touching despite some doldrums . 1 -my big fat greek wedding uses stereotypes in a delightful blend of sweet romance and lovingly dished out humor . 1 -so refreshingly incisive is grant that for the first time he 'll probably appeal more to guys than to their girlfriends who drag them to this movie for the hugh factor . 1 -as the latest bid in the tv-to-movie franchise game , i spy makes its big-screen entry with little of the nervy originality of its groundbreaking small-screen progenitor . 0 -... with `` the bourne identity '' we return to the more traditional action genre . 1 -a rarity among recent iranian films : it 's a comedy full of gentle humor that chides the absurdity of its protagonist 's plight . 1 -verbinski implements every hack-artist trick to give us the ooky-spookies . 0 -trademark american triteness and simplicity are tossed out the window with the intelligent french drama that deftly explores the difficult relationship between a father and son . 1 -delivers the same old same old , tarted up with latin flava and turned out by hollywood playas . 0 -there is nothing outstanding about this film , but it is good enough and will likely be appreciated most by sailors and folks who know their way around a submarine . 1 -the movie has an infectious exuberance that will engage anyone with a passing interest in the skate\/surf culture , the l.a. beach scene and the imaginative (and sometimes illegal) ways kids can make a playground out of the refuse of adults . 1 -... the film suffers from a lack of humor (something needed to balance out the violence) ... 0 -the movie 's relatively simple plot and uncomplicated morality play well with the affable cast . 1 -uncommonly stylish but equally silly ... the picture fails to generate much suspense , nor does it ask searching enough questions to justify its pretensions . 0 -it provides an honest look at a community striving to anchor itself in new grounds . 1 -allows us to hope that nolan is poised to embark a major career as a commercial yet inventive filmmaker . 1 -this movie is something of an impostor itself , stretching and padding its material in a blur of dead ends and distracting camera work . 0 -combining quick-cut editing and a blaring heavy metal much of the time , beck seems to be under the illusion that he 's shooting the latest system of a down video . 0 -fresnadillo 's dark and jolting images have a way of plying into your subconscious like the nightmare you had a week ago that wo n't go away . 1 -if you can stomach the rough content , it 's worth checking out for the performances alone . 1 -it moves quickly , adroitly , and without fuss ; it does n't give you time to reflect on the inanity -- and the cold war datedness -- of its premise . 1 -very bad . 0 -it takes a certain kind of horror movie to qualify as ` worse than expected , ' but ghost ship somehow manages to do exactly that . 0 -the quality of the art combined with the humor and intelligence of the script allow the filmmakers to present the biblical message of forgiveness without it ever becoming preachy or syrupy . 1 -at its worst , it implodes in a series of very bad special effects . 0 -once (kim) begins to overplay the shock tactics and bait-and-tackle metaphors , you may decide it 's too high a price to pay for a shimmering picture postcard . 0 -against all odds in heaven and hell , it creeped me out just fine . 1 -audrey tatou has a knack for picking roles that magnify her outrageous charm , and in this literate french comedy , she 's as morning-glory exuberant as she was in amélie . 1 -while it 's genuinely cool to hear characters talk about early rap records (sugar hill gang , etc.) , the constant referencing of hip-hop arcana can alienate even the savviest audiences . 0 -it 's about following your dreams , no matter what your parents think . 1 -of course , by more objective measurements it 's still quite bad . 0 -ultimately feels empty and unsatisfying , like swallowing a communion wafer without the wine . 0 -one of the more intelligent children 's movies to hit theaters this year . 1 -more romantic , more emotional and ultimately more satisfying than the teary-eyed original . 1 -it seems to me the film is about the art of ripping people off without ever letting them consciously know you have done so 0 -belongs to daniel day-lewis as much as it belongs to martin scorsese ; it 's a memorable performance in a big , brassy , disturbing , unusual and highly successful film . 1 -too slow , too long and too little happens . 0 -due to some script weaknesses and the casting of the director 's brother , the film trails off into inconsequentiality . 0 diff --git a/data_sets/cls/subj/description.json b/data_sets/cls/subj/description.json deleted file mode 100644 index 9940275..0000000 --- a/data_sets/cls/subj/description.json +++ /dev/null @@ -1,10 +0,0 @@ -{ - "path": "data_sets/cls/subj", - "seed": "seed5", - "init_prompts": "prompts.txt", - "description": "The dataset contains sentences labeled as either subjective or objective. The task is to classify each sentence as either subjective or objective. The class mentioned first in the response of the LLM will be the prediction.", - "classes": [ - "subjective", - "objective" - ] -} diff --git a/data_sets/cls/subj/prompts.txt b/data_sets/cls/subj/prompts.txt deleted file mode 100644 index d3308b2..0000000 --- a/data_sets/cls/subj/prompts.txt +++ /dev/null @@ -1,10 +0,0 @@ -Please perform Subjectivity Classification task. Given the sentence, assign a label from ['subjective', 'objective']. Return label only without any other text. -Your task is to classify the comment "subjective" or "objective". -Given a sentence, classify it as either subjective or objective category. -Determine the category of a movie review based on a given text, subjective or objective. -Given a statement, classify it as expressing a subjective or objective opinion. -evaluate each sentence as either objective or subjective. -identify whether the given sentence was expressing an objective or a subjective opinion. -evaluate each statement as either subjective or objective. -classify each sentence as either "objective" or "subjective". -evaluate the given sentences and determine whether they are subjective or objective. diff --git a/data_sets/cls/subj/prompts_auto.txt b/data_sets/cls/subj/prompts_auto.txt deleted file mode 100644 index 7452827..0000000 --- a/data_sets/cls/subj/prompts_auto.txt +++ /dev/null @@ -1,20 +0,0 @@ -determine whether the input sentences were subjective or objective. The friend correctly classified the sentences as either subjective or objective. -determine whether each statement was subjective (based on opinion) or objective (based on facts). -classify each sentence as either "objective" or "subjective". -identify whether the given sentence was expressing an objective or a subjective opinion. -evaluate each statement as either subjective or objective. -evaluate a given statement based on its subjective or objective qualities. -determine whether the sentence provided was subjective or objective. -evaluate each sentence as either objective or subjective. -determine whether the given statements were subjective or objective. -evaluate the given sentences and determine whether they are subjective or objective. -evaluate the sentence and provide a subjective or an objective response. -evaluate the input using a subjective or objective scale. -determine whether the statement is subjective or objective. -evaluate the given statement and categorize it as either subjective or objective. -identify whether the given statement was subjective or objective. -identify whether the given statement is subjective or objective. -classify each statement as either subjective or objective. -produce input-output pairs that illustrate the subjectivity of reviews and opinions. -provide an opinion of the given statements, and in all cases, the friend provided a subjective opinion. -provide an assessment of the given input based on personal opinion. diff --git a/data_sets/cls/subj/seed5/dev.txt b/data_sets/cls/subj/seed5/dev.txt deleted file mode 100644 index 26846ad..0000000 --- a/data_sets/cls/subj/seed5/dev.txt +++ /dev/null @@ -1,200 +0,0 @@ -when the professor turns up missing , one of his students , jake whitcomb , finds the professor's journal , inside of which is a copy of the map . 1 -rarely do films come along that are as intelligent , exuberant , and moving as monsoon wedding . 0 -the pace of the film is very slow ( for obvious reasons ) and that too becomes off-putting . 0 -director yu seems far more interested in gross-out humor than in showing us well-thought stunts or a car chase that we haven't seen 10 , 000 times . 0 -desperately unfunny when it tries to makes us laugh and desperately unsuspenseful when it tries to make us jump out of our seats . 0 -leela is a true reflection of how the south asian-american community is beginning to emerge , blend , and influence the mainstream american culture in its own exquisite ways . 1 -it could change america , not only because it is full of necessary discussion points , but because it is so accessible that it makes complex politics understandable to viewers looking for nothing but energetic entertainment . 0 -rio danisworo ( marcellius siahaan ) is a rigid " all about business " young profesional . 1 -the problem with the mayhem in formula 51 is not that it's offensive , but that it's boring . 0 -soon the evil boss learns about sienna's affair with kilabot and kidnaps her to exact revenge . 1 -a dull , inconsistent , dishonest female bonding picture . 0 -the deeper john digs , the clearer the mothman's purpose arises - only to leave his life in immediate danger , as it seems . 1 -you know you're in for a good ol' popcorn-munching time when the movie's tagline is a bad pun on the title of a piece of fine literature . 0 -death to smoochy is often very funny , but what's even more remarkable is the integrity of devito's misanthropic vision . 0 -but things go very wrong when he tries this scheme on the jennings family , in part because their daughter abby is asthmatic , and in part because the jennings' find out more than hickley wants them to know . 1 -cho's latest comic set isn't as sharp or as fresh as i'm the one that i want . . . but it's still damn funny stuff . 0 -beth's style is further cramped by the responsibilities of single motherhood . 1 -when rebecca went away to college john thought webcams would help them keep in touch . 1 -when jason sees a movie preview of his story , he and best friend kaylee ( amanda bynes ) go to los angeles to make wolf confess to using jason's story as well as to clear jason's name and to get him out of having to attend summer school . 1 -a newscaster for the channel 7 eyewitness news complains about how god has only made his life a total waste . 1 -that the chuck norris " grenade gag " occurs about 7 times during windtalkers is a good indication of how serious-minded the film is . 0 -when a shoulder injury ended his minor league pitching career twelve years ago , jim morris resorted to the next best thing : coaching . 1 -a chained to a rock finnish sniper-kamikadze wille managed to set himself free . 1 -jason patric and ray liotta make for one splendidly cast pair . 0 -of course , this isn't the best idea , since it involves sneaking into gun-nut carl's house in the middle of the night . 1 -because he is in debt , dewey poses as his roommate , a substitute teacher , and gets a job teaching a 4th grade class . 1 -steve quickly discovers that burt cannot even provide temporary lodging , but an administrator at his new high school directs him to a shelter for runaway kids where he soon learns to navigate his way . 1 -uneven but ultimately appealing satire of the dreck we call white man's rap music . some good performances and an often goofy script make for a generally good time . 0 -forgotten in the nearby camp of maslakh ( slaughterhouse ) 150 , 000 displaced afghans hardly survive . 1 -the principals in this cast are all fine , but bishop and stevenson are standouts . 0 -how i killed my father is one of those art house films that makes you feel like you're watching an iceberg melt -- only it never melts . 0 -tim plans to spend his 21st birthday at his scottish estate with eight of his closest friends . 1 -he confesses to committing a series of particularly horrifying murders of exclusively female victims . 1 -when he arrive she finds that his cousin has lied and that he lives in a flat above a shop with illegals etc . however he sets out to be a film star and auditions for a role that he gets . 1 -he feels he is only an instrument of their greed . 1 -it's push-the-limits teen comedy , the type written by people who can't come up with legitimate funny , and it's used so extensively that good bits are hopelessly overshadowed . 0 -about as big a crowdpleaser as they possibly come . 0 -more of the same from taiwanese auteur tsai ming-liang , which is good news to anyone who's fallen under the sweet , melancholy spell of this unique director's previous films . 0 -sometimes there are very , very good reasons for certain movies to be sealed in a jar and left on a remote shelf indefinitely . 0 -beers , who , when she's given the right lines , can charm the paint off the wall . . . [but] the script goes wrong at several key junctures . 0 -harry , it turns out , is a parsel-tongue . 1 -while the plot follows a predictable connect-the-dots course . . . director john schultz colors the picture in some evocative shades . 0 -sex with strangers will shock many with its unblinking frankness . but what is missing from it all is a moral . what is the filmmakers' point ? why did they deem it necessary to document all this emotional misery ? 0 -smart science fiction for grown-ups , with only a few false steps along the way . 0 -this may be burns's strongest film since the brothers mcmullen . 0 -though it is by no means his best work , laissez-passer is a distinguished and distinctive effort by a bona-fide master , a fascinating film replete with rewards to be had by all willing to make the effort to reap them . 0 -erin , who we discover is a master manipulator of the men in the gang , reveals another side to jack - a melancholy romantic who could have been a classical pianist . 1 -this is the story of a pot-smoking , free-wheeling los angeles record producer ( mcdormand ) , with a rock star boyfriend ( nivola ) , whose straight-laced son ( bale ) comes back home after graduation from harvard medical school with his rich fiancé ; ( beckinsale ) , who's working on a book . 1 -there is something in full frontal , i guess , about artifice and acting and how it distorts reality for people who make movies and watch them , but like most movie riddles , it works only if you have an interest in the characters you see . 0 -their one song rarely - if ever - gets played on the radio . 1 -pronounced cured , she became a psychoanalyst herself and , within eight years , was practising alongside the founding fathers . 1 -bella is the picture of health with boundless energy until a few days before she dies . this is absolutely and completely ridiculous and an insult to every family whose mother has suffered through the horrible pains of a death by cancer . 0 -he follows a new suspect , huh , and eventually catches him in the act of brutally murdering a woman in a crowded techno bar . 1 -goldmember has none of the visual wit of the previous pictures , and it looks as though jay roach directed the film from the back of a taxicab . 0 -the time constraints of his job prevent him from spending time with his family and friends . 1 -offers a persuasive look at a defeated but defiant nation in flux . 0 -i didn't believe for a moment in these villains or their plot . 0 -chapman is on trial for a murder of latin american villagers while he was in the marines . 1 -jackson and co have brought back the value and respect for the term epic cinema . 0 -when he arrives he finds that the cousin has been missing for your years , leaving behind a wife and five daughters living in a small town full of secrets of blackmail and murder . 1 -pauly then fakes his own death , and the media goes crazy . 1 -what soured me on the santa clause 2 was that santa bumps up against 21st century reality so hard , it's icky . 0 -shae is about to return to bed when she hears water running in the bathroom . 1 -when max's performance is no competition for producers' nephews and bigger " names , " his only option is to cripple the competition - literally . 1 -frodo and sam take gollum prisoner and continue on to mordor on the mission to destroy the one ring . 1 -the film is a hoot , and is just as good , if not better than much of what's on saturday morning tv especially the pseudo-educational stuff we all can't stand . 0 -pan nalin's exposition is beautiful and mysterious , and the interviews that follow , with the practitioners of this ancient indian practice , are as subtle and as enigmatic . 0 -part travelogue , part road picture , part meditation on class , mortality and intimacy , this extraordinary little movie might be the perfect harbinger of summer , as astute as it is steamy . 0 -it has the charm of the original american road movies , feasting on the gorgeous , ramshackle landscape of the filmmaker's motherland . 0 -leigh is one of the rare directors who feels acting is the heart and soul of cinema . he allows his cast members to make creative contributions to the story and dialogue . this method almost never fails him , and it works superbly here . 0 -like mike is a winner for kids , and no doubt a winner for lil bow wow , who can now add movies to the list of things he does well . 0 -in a time when a woman's place was in the home , young emily ventures out and falls in love with a young soldier , eventually carrying his baby out of wedlock . 1 -too bad kramer couldn't make a guest appearance to liven things up . 0 -in an alternate space and time , a mythological being called the guardian is charged with manipulating and protecting dark matter . 1 -nine good teeth reveals many of the common truths hidden away in all our families , as well as the unexpected - late night visits from jack kerouac , illicit love affairs and the occasional murder . 1 -pero alargando la mano ya no consiguen dinero suficiente y salva decide aprovechar el ambiente general y hacerse pasar por un nuevo mesí ; as . 1 -burns' fifth beer-soaked film feels in almost every possible way -- from the writing and direction to the soggy performances -- tossed off . 0 -while there prove to be a lot of pitches to be thrown before he makes it off the mound , big-league dreams are revived , and there's no telling where he could go . 1 -moments of compassion and kindness circulate within a mounting concern for individual survival . 1 -the characters are so generic and the plot so bland that even as rogue cia assassins working for chris cooper's agency boss close in on the resourceful amnesiac , we don't feel much for damon/bourne or his predicament . 0 -an occasionally funny , but overall limp , fish-out-of-water story . 0 -might be one of those vanity projects in which a renowned filmmaker attempts to show off his talent by surrounding himself with untalented people . 0 -edi is severely punished for that but he accepts his fate taking care of the girl's child . 1 -everyone involved starts getting killed , with mitchell being the next in line . 1 -throughout nearly a decade she experiences forbidden love , religion , near-death experiences , drugs , starvation , and how it feels to be loved . 1 -ratliff deserves high marks for his restraint and willingness not to try and shape or mold our opinion regarding what is being shown . 0 -the jokes sometimes fall flat , but the weirdness and darkening of tone make for quirky fun . 0 -how do a man who has never loved and a woman who refused to ever love again deal with the fact that they are meant to be together ? 1 -gay or straight , kissing jessica stein is one of the greatest date movies in years . 0 -this 'blonde goddess' , however , left her career at its peak to devote herself to a life of meditation and religious devotion , in the mountains of rio de janeiro . 1 -harboring a secret , john guides angela to a shocking realization that will uncover the past . 1 -more than simply a portrait of early extreme sports , this peek into the 1970s skateboard revolution is a skateboard film as social anthropology . . . 0 -the impact of the armenian genocide is diluted by too much stage business in the modern day . 0 -as he struggles to achieve social success , he discovers his darker side . 1 -before his very eyes on the store tv monitor , he sees his pick come up as the winning numbers for $50-million ! 1 -smith's approach is never to tease , except gently and in that way that makes us consider our own eccentricities and how they are expressed through our homes . 0 -she is married to henry bauford ( linus roache ) son of a wealthy british industrialist , when she encounters nick callahan ( clive owen ) a renegade doctor , whose impassioned plea for help to support his relief efforts in war-torn africa moves her deeply . 1 -nicklas lives a pretty normal teenage life , until one day , not far from graduation , when a gangster from his school beats him up . 1 -but when the cockettes flew to new york city to appear off broadway^Å ; well , you'll just have to see what happened when new yorkers took a look at them . 1 -[allen's] best works understand why snobbery is a better satiric target than middle-america diversions could ever be . 0 -if myers decides to make another austin powers movie , maybe he should just stick with austin and dr evil . 0 -destined to make allen's fans around the world giggle , guffaw and shiver with delight . 0 -a violent initiation rite for the audience , as much as it is for angelique , the [opening] dance guarantees karmen's enthronement among the cinema's memorable women . 0 -a full world has been presented onscreen , not some series of carefully structured plot points building to a pat resolution . 0 -'the count of monte cristo' is a remake of the alexander dumas tale by the same name . 1 -but lulu is newly single and the last thing she needs is a man in her life . 1 -he fails to win eve's heart and is consequently dejected . 1 -escapes the precious trappings of most romantic comedies , infusing into the story very real , complicated emotions . 0 -klein ischgl actually turns out to be a stone-age-like townlet ( 9 inhabitants ) up the mountain , and tü ; rlichs grandfather , who runs the place , even resists to electricity and indoor plumbing . 1 -glib , satirical documentary that fudges facts , makes facile points and engages in the cinematic equivalent of tabloid journalism . 0 -inside the breathtaking structure , they discover wondrous artifacts of an advanced , but long dead , civilization . 1 -short stories revolving around a bar and a hotel in recife , unveil a mosaic of exotic characters living in the brazilian underground : a butcher married with an evangelical woman , a necrophile in love with a bar owner , a transvestite , and many others . 1 - a thought-provoking look at how western foreign policy - however well intentioned - can wreak havoc in other cultures . 0 -serry perfectly captures the peculiar climate , creating uncanny echoes with today's situation . 0 -when the singing veggies encounter some car trouble , they're stranded at old , rundown seafood joint where nothing is quite as it seems . 1 -it's steps , a film that draws its inspiration from the marx brother to monty python and it was done on such a shoe-string budget , it would make a studio executive blush . 1 -this is the kind of movie where the big scene is a man shot out of a cannon into a vat of ice cream . 0 -does a good job of establishing a time and place , and of telling a fascinating character's story . 0 -katie is a young girl who loves to climb . 1 -easily stands alongside such throat-clutching classics of cinematic political action as z and the battle of algiers . 0 -his songs were once well thought of , but the music business clearly has changed . 1 -based on the classic sci-fi novel by h . g . wells , " the time machine " stars guy pearce in the role of scientist and inventor , alexander hartdegen , who is determined to prove that time travel is possible . 1 -newcomer helmer kevin donovan is hamstrung by a badly handled screenplay of what is really an amusing concept Ц a high-tech tux that transforms its wearer into a superman . 0 -not quite as miraculous as its dreamworks makers would have you believe , but it more than adequately fills the eyes and stirs the emotions . 0 -mi yun and kang have difficulty working with each other , as their personalities and working methods are constantly in conflict . 1 -set against the bright lights of manhattan , a tale which takes a comic , urbane look at the modern male ego at war in the singles scene trenches . 1 -caso vocк sinta necessidade de sair da sala antes do tйrmino da projeзгo , nгo se preocupe : ninguйm lhe enviarб penas simbolizando covardia . 0 -the film favors the scientific over the spectacular ( visually speaking ) . 0 -seemingly a vehicle to showcase the canadian's inane ramblings , stealing harvard is a smorgasbord of soliloquies about nothing delivered by the former mr . drew barrymore . 0 -a profoundly moving document . . . the filmmakers' refusal to downplay the situation's intractability makes the glimmer of hope the film offers that much more powerful . 0 -in a bid to regain control of her life , ella goes on a quest to free herself from this mysterious curse . 1 -as i settled into my world war ii memories , i found myself strangely moved by even the corniest and most hackneyed contrivances . 0 -the deeper matt runs into the forest the farther his mind is lost to the blackwoods . 1 -there's not a single jump-in-your-seat moment and believe it or not , jason actually takes a backseat in his own film to special effects . 0 -majidi's direction has never been smoother or more confident . 0 -twenty-two year old steve is on top of the world . 1 -bret packard is the best baseball player in the world . 1 -russian ark is a new treasure of the hermitage . 0 -the film is delicately narrated by martin landau and directed with sensitivity and skill by dana janklowicz-mann . 0 -it is only natural that only the most violent and powerful survive " the shu " . 1 -when he wakes up the morning after his bachelor party in bed with a strange woman ( stiles ) , a man ( lee ) presumes he must have cheated on his fiancee . 1 -the son of zamindar narayan mukherjee , devdas ( shahrukh khan ) was born with a silver spoon in his mouth . 1 -rodney boland is a professional hit man who " services " politicians and their wealthy backers . 1 -the best way to describe it is as a cross between paul thomas anderson's magnolia and david lynch's mulholland dr . 0 -this charming , thought-provoking new york fest of life and love has its rewards . 0 -only a man so afraid of his world is capable of building a device to change it . 1 -they are the only men who are allowed to kill . 1 -having sought and found refuge within this ancient religious society , sheldon finds himself captivated by this unusual and powerful world and the three old men who run it . 1 -like any good romance , son of the bride , proves it's never too late to learn . 0 -stanley kwan has directed not only one of the best gay love stories ever made , but one of the best love stories of any stripe . 0 -as they struggle to get out of the country and fight to stay alive , they find a special love and compassion from which emerges their ultimate moral and spiritual redemption . 1 -the movie mixes the personal life of the ancestors of this man as well as historical moments for mé ; xico such as the reform war , the mexican revolution , etc . arcá ; ngel can't sleep . 1 -when the movie mixes the cornpone and the cosa nostra , it finds a nice rhythm . 0 -much of the lady and the duke is about quiet , decisive moments between members of the cultural elite as they determine how to proceed as the world implodes . 0 -with her birthday fast approaching , she must decide whether or not to keep the promise she made to herself over a decade earlier : quit the music business at 40 if she hasn't made it by then . 1 -in the heat of the moment dante blames lucy saying , " you never wanted this baby . 1 -ozpetek succeeds in portraying small nuances that demonstrate the stages of love -- unrequited or blossoming -- and in showcasing the family structure created by a group of people who have been rejected for one reason or another . 0 -a live-action cartoon , a fast-moving and cheerfully simplistic 88 minutes of exaggerated action put together with the preteen boy in mind . 0 -this is especialy true when he makes a special connection at a hollywood industry party . 1 -at the right time of day , in the right frame of mind , baran can and should be appreciated as a work of delicate and unmistakable beauty . 0 -immediately they are further sent to romulus , where a new praetor , shinzon , a half-reman cloned from captain picard , appears to want peace with the federation . 1 -born in eastern europe , tobias grew up in poverty , the son of a thief , beggar and prostitute . 1 -tension mounts , and as the cops arrive , morgan is growing impatient . 1 -what should have been a cutting hollywood satire is instead about as fresh as last week's issue of variety . 0 -godard has pared down his extravagances into a densely concentrated , resonant simplicity . 0 -annie , an alluring lady , catches the eye of old widower leoncio . 1 -a dashing and absorbing outing with one of france's most inventive directors . 0 -90 punitive minutes of eardrum-dicing gunplay , screeching-metal smashups , and flaccid odd-couple sniping . 0 -it is as if he has suddenly discovered his love of fatherhood . 1 -they create a new day care facility called " daddy day care " and have kids like : the smart-mouthed-but-became-polite crispin ( shane baumel ) , the really-smart becca ( hailey noelle johnson ) , and the flash/tony ( jimmy bennett ) . 1 -in adobo , ethnicity is not just the spice , but at the heart of more universal concerns . 0 -during his tenure , he was responsible for such revolutionary films as the godfather , rosemary's baby , love story , the odd couple , harold and maude and chinatown . 1 -his model girl friend ( anne marie johnson ) immediately leaves him . 1 -when the apocalypse arrives , it takes the form of a bio-chemical virus , contaminating the cities , mountains , and shorelines . 1 -it would seem that nothing is capable of distracting scotty johns from working on his much-anticipated second book . 1 -filmmaker tian zhuangzhuang triumphantly returns to narrative filmmaking with a visually masterful work of quiet power . 0 -theology aside , why put someone who ultimately doesn't learn at the center of a kids' story ? 0 -and while bruce is getting everything he wants , he has been ignoring his girlfriend , grace and loses her . 1 -he gathers a following and becomes a rock star only to find that his music awakens the ancient queen akasha and she wants him to become her king . . . 1 -after the death of a " mucker " and two others opposing her sect , the local authorities decide to act against her and her followers . 1 -her young son dies , her marriage to max is ruined , and her lover is in fact dangerous in his jealousy and mad rage , but no matter what the consequences - his subversive spirit lives inside her , forms her , obsesses her . 1 -all of her hard work pays off when she is accepted to a prominent dance program in new york . 1 -chance is a black comedy about how hard it is to find " the one " . 1 -the film contains no good jokes , no good scenes , barely a moment when carvey's saturday night live-honed mimicry rises above the level of embarrassment . 0 -just when we think we have a grasp on each character's inner-motives , more characters get sucked into the fray altering everyone's dynamic and the course of april's " perfect " shower . 1 -people are becoming petrified , and no-one knows what is doing it . 1 -henceforth , he will meet with unexpected situations that give him the idea for the perfect counterpoint in his plot of the absurd . 1 -big yard operates a child smuggling ring and 'superbob' must save dante or lose his son forever . 1 -determined not to let this opportunity slip by , she vows to act on that information right away . 1 -she's desperately on the prowl for a man , but since she's more mouse than cat , she get's herself into scrape after scrape in her screwball pursuit of love . 1 -till the end of time , they will stay that way . 1 -harry , a world-weary career criminal masquerading as a priest , takes to the road with escaped convict nate and his jailbait girlfriend angel . 1 -gigli , a lowly and inept hitman , is assigned a job by the mob to kidnap a mentally retarded brother of a california district attorney . 1 -what's needed so badly but what is virtually absent here is either a saving dark humor or the feel of poetic tragedy . 0 -a rigorously structured and exquisitely filmed drama about a father and son connection that is a brief shooting star of love . 0 -though lan yu lacks a sense of dramatic urgency , the film makes up for it with a pleasing verisimilitude . 0 -welles groupie/scholar peter bogdanovich took a long time to do it , but he's finally provided his own broadside at publishing giant william randolph hearst . 0 -unlike most reunion stories that climax with a cliché ; happy ending , daughter from danang is a real-life drama . 1 -his dreams seemingly become shattered as caroline is married and has a daughter . 1 -a rollicking ride , with jaw-dropping action sequences , striking villains , a gorgeous color palette , astounding technology , stirring music and a boffo last hour that leads up to a strangely sinister happy ending . 0 diff --git a/data_sets/cls/subj/seed5/test.txt b/data_sets/cls/subj/seed5/test.txt deleted file mode 100644 index a9264bd..0000000 --- a/data_sets/cls/subj/seed5/test.txt +++ /dev/null @@ -1,200 +0,0 @@ -muccino is honest in the emotional damage left by his immature men and passionate in his portraits of twentysomething commitment-phobes struggling against growing up . 0 -robinson's web of suspense matches the page-turning frenzy that clancy creates . 0 -twists of fate along the way test and strain their relationship even further . 1 -leave it to rohmer , now 82 , to find a way to bend current technique to the service of a vision of the past that is faithful to both architectural glories and commanding open spaces of the city as it was more than two centuries ago . 0 -perhaps a better celebration of these unfairly dismissed heroes would be a film that isn't this painfully forced , false and fabricated . 0 -we never really feel involved with the story , as all of its ideas remain just that : abstract ideas . 0 -it soon becomes obvious that blossom , bubbles , and buttercup are not normal girls , they have superpowers and have not yet learned to control . 1 -along the way , they get tips from various experts , which include performances from george kennedy , tippi hedren , erick avari , and stephen furst . 1 -an odd drama set in the world of lingerie models and bar dancers in the midwest that held my interest precisely because it didn't try to . 0 -sumo is not only the national sport of japan but a centuries-old cultural treasure that is literally part of the shinto religion . 1 -he initially flounders in his new world , before realizing that it takes more than talent to reach the top . 1 -if no one singles out any of these performances as award-worthy , it's only because we would expect nothing less from this bunch . 0 -in singapore , that means that at the age of 12 , the government has decided that they are not as academically inclined as their peers . 1 -it's like an all-star salute to disney's cheesy commercialism . 0 -i'll go out on a limb . it isn't quite one of the worst movies of the year . it's just merely very bad . 0 -in cinemania , hollywood's biggest fans become the true stars . 1 -anyone not into high-tech splatterfests is advised to take the warning literally , and log on to something more user-friendly . 0 -in scope , ambition and accomplishment , children of the century . . . takes kurys' career to a whole new level . 0 -the acting alone is worth the price of admission . 0 -it may not be art , but it's vastly more entertaining than anything coppola senior has done in far too long . 0 -every single scene conveys a significant and concise narrative development , yet does so in an unassuming , patient fashion that emphasizes detail . 0 -the unluckiest man in vegas ( william h . macy ) - a guy whose bad luck is contagious - is used by the last of the old time mob run casinos to kill high rollers' action . 1 -red dragon makes one appreciate silence of the lambs . 0 -just like any other elevator in any old building . 1 -chandramukhi , a stunning courtesan instantly lost her heart to devdas . 1 -lucy tries to forget about tracy , and continue her friendship with dante , leaving the affair behind , but to no avail when she discovers she is pregnant . 1 -fessenden continues to do interesting work , and it would be nice to see what he could make with a decent budget . but the problem with wendigo , for all its effective moments , isn't really one of resources . 0 -sunshine state is a fine example of a carefully written film . but you shouldn't be too aware that a movie is well-written . 0 -on his way he gets again and again into situations of obsessive self-uncovering . 1 -shanghai ghetto , much stranger than any fiction , brings this unknown slice of history affectingly to life . 0 -the amazing film work is so convincing that by movies' end you'll swear you are wet in some places and feel sand creeping in others . 0 -adding to the situation is a killer hurricane bearing down on the island . 1 -ultimately , quinn rescues tasha from the hands of another assassin and takes her into his protection . 1 -an efficient , exceedingly likable family film about orphans and sports that comes with equal doses of sentimentality , corny jokes and life lessons . 0 -alternately hilarious and sad , aggravating and soulful , scathing and joyous . it's a masterpeice . 0 -frustratingly , dridi tells us nothing about el gallo other than what emerges through his music . 0 -beneath the uncanny , inevitable and seemingly shrewd facade of movie-biz farce . . . lies a plot cobbled together from largely flat and uncreative moments . 0 -here , in the smallest quietest corner of new england unfolds a disquieting tale of what happens when music meets murder . . . 1 -he's lost his super powers , and it will take all of bachelorman's skill and cunning to get his lois lane back . 1 -if an oscar category existed for ensemble acting , the hours would unquestionably earn it . watching a trio of actors at the top of their game is a delight . 0 -making matters worse , vince is having trouble discerning reality from memory . 1 -after baptizing their amnesiac boy-toy chris , the infamous pair takes him on a grand tour of their wild nightlife frolic , their spontaneous media extravaganza and their dazzling diva lifestyle in order to help him find his identity and his way home . 1 -the pleasures that it does afford may be enough to keep many moviegoers occupied amidst some of the more serious-minded concerns of other year-end movies . 0 -credit director ramsay for taking the sometimes improbable story and making it feel realistic . 0 -jacki ( gina gershon ) , sexy punk rocker and lead singer of the all-girl band clamdandy , is at a crossroads . 1 -the case is re-opened when two more bodies are discovered , both pregnant women . 1 -dogville may regret it ever began to bare its teeth . . . 1 -despite its title , punch-drunk love is never heavy-handed . the jabs it employs are short , carefully placed and dead-center . 0 -based on a philip k . dick short story , minority report is about a cop in the future working in a division of the police department that arrests killers before they commit the crimes courtesy of some future viewing technology . 1 -in the partnership , israeli settlers arrange permits from the israeli military , allowing palestinians to work from the area k beach . 1 -the five main characters are 20-year-olds who are close friends and always hang out together at each others' homes and at their favorite coffeehouse . 1 -more than the last time around , it has elements that might help divert those bigger people who find themselves unavoidably in attendance . 0 -a heroic tale of persistence that is sure to win viewers' hearts . 0 -but zamindar narayan mukherjee ( vijay crishna ) , devdas' father , met paro's mother sumitra's ( kiran kher ) marriage proposal with condescending arrogance . 1 -painfully bleak and disheartening . . . brilliantly made and uncompromising 0 -though frodo's quest remains unfulfilled , a hardy group of determined new zealanders has proved its creative mettle . 0 -because of his shame , bobby undergoes a type of 'splitting' where a decrepit , ghoulish version of him is separated from his healthy self . 1 -"it's "" best in show "" meets "" strictly ballroom "" via "" kids in the hall "" ." 1 -the two meet after years of separation when clara returns to the barrio to visit her father , roman ( ricky davao ) . 1 -there's not a fresh idea at the core of this tale . 0 -a man ( phillipe ) awakens in a hospital not recalling the last two years as he begins to find out things from his past he discovers his ability to move from the year 2002 to the year 1999 . 1 -women prisoners strike up a friendship with a young law student who works as a part-time prison guard . 1 -henrik meets the mysterious bag lady , who gives him a pair of magic shoes that make him dance like a dream . 1 -in mid-1970s savannah , two bright but rebellious boys , francis doyle and tim sullivan , fight boredom , hormones and harsh teachers as they struggle to find something meaningful beyond the walls of their parish school . 1 -jackson , a cute , lanky , blue-haired poet who works in a record store , is at the center of everett lewis' twisted black la comedy . 1 -for the most part , i spy was an amusing lark that will probably rank as one of murphy's better performances in one of his lesser-praised movies . 0 -holmes was the worlds best known male actor in the adult industry . 1 -when valento lets his temper get the better of him , he needs a fall guy , and everyone's favorite dupe rises to the top . 1 -screenwriter dan schneider and director shawn levy substitute volume and primary colors for humor and bite . 0 -it's endlessly inventive , consistently intelligent and sickeningly savage . 0 -the fortune-teller's mentally retarded nephew , who comes to hear the prophesy , follows the girl . 1 -not a bad way to spend a couple of hours . 0 -high powered lawyer claire kubik finds her world turned upside down when her husband , who she thought was tom kubik , is arrested and is revealed to be ron chapman . 1 -by abstracting and showing extreme details and connecting routines with themes and emotions , liesbeth worm gives a whole new perspective on day to day life . 1 -anything anyone tells her to do , she must obey . 1 -as their adopted identity grows , the gang tumbles into a downward spiral of excitement , excess and fun . 1 -this movie seems to have been written using mad-libs . there can be no other explanation . hilariously inept and ridiculous . 0 -he meets up with the country bears , a long-since broken-up band , a parody of bands like the eagles . 1 -meena , a 12-year-old living in a mining village in the english midlands in 1972 , is the daughter of indian parents who've come to england to give her a better life . 1 -while some of the subplots are very sketchy and the motivations of some of the characters are not clear , it is a journey worth taking because of the wondrous imagery . 0 -when their house is robbed on christmas eve they team up to track him down . 1 -craig is an older , average-looking man who isn't handling aging well . 1 -in the end there is one word that best describes this film : honest . 0 -davis' candid , archly funny and deeply authentic take on intimate relationships comes to fruition in her sophomore effort . 0 -ranks with such films as in the bedroom , ordinary people , and terms of endearment in the sensitivity with which it observes the effect a child's death on the remaining members of the family . 0 -told from the point of view from archie ( qualls ) , a comic book collector , this is the story of a rivalry between two comic book shop owners . 1 -little more than a super-sized infomercial for the cable-sports channel and its summer x games . 0 -re-formed by a coded message to their web site , a group of animal rights activists set off to free an imprisoned colleague from a terrifying ordeal . 1 -louis is a struggling painter whose life is turned upside down when his wish comes true and he becomes trapped in his own paintings . 1 -can't kick about the assembled talent and the russos show genuine promise as comic filmmakers . still , this thing feels flimsy and ephemeral . 0 -the very definition of the 'small' movie , but it is a good stepping stone for director sprecher . 0 -the weird thing about the santa clause 2 , purportedly a children's movie , is that there is nothing in it to engage children emotionally . 0 -the correspondence between spielrein , freud and jung discovered that day in the geneva basement has become essential to understanding the evolution of psychoanalysis ^Ö ; and the virtually insurmountable challenges facing women who sought to contribute in any role other than that of patient . 1 -his next target is a russian immigrant named tasha , whom quinn is misled into believing is a drug courier . 1 -"she's willing to put him through just about anything to "" cure "" him of t . s . , with pills , counseling , electro-shock therapy , etc . mom's also concerned about finn's future - who will care for him ?" 1 -red and the boys embark on a road trip across the country , en route to a duct tape festival in the usa , where they intend to win first prize by creating a sculpture made of at least 50% duct tape . 1 -and although billy doesn't want jackson , two other guys do : derek , a clean-cut record store customer , and sam , the straight record store owner . 1 -five screenwriters are credited with the clichй-laden screenplay ; it seems as if each watered down the version of the one before . 0 -it's rare to find a film to which the adjective 'gentle' applies , but the word perfectly describes pauline & paulette . 0 -will give many ministers and bible-study groups hours of material to discuss . but mainstream audiences will find little of interest in this film , which is often preachy and poorly acted . 0 -they wander around japan in panda outfits , wreak havoc on a once civilized golf court , they even do stunts involving live alligators , and so on . 1 -when lapd computer expert peter fowler investigates the killing of an old man in chinatown , he finds the only witness is his dog , cho cho . 1 -a sweet-tempered comedy that forgoes the knee-jerk misogyny that passes for humor in so many teenage comedies . 0 -crazy jones is the story of finnigan jones , a depressed , semi-suicidal leaf-blower with tourette's syndrome ( t . s . ) . 1 -when his only friend and co-worker dies , a young man born with dwarfism moves to an abandoned train depot in rural new jersey . 1 -it somehow managed to make its way past my crappola radar and find a small place in my heart 0 -" "" catch me "" feels capable of charming the masses with star power , a pop-induced score and sentimental moments that have become a spielberg trademark ." 0 -the story really has no place to go since simone is not realЧshe can't provide any conflict . 0 -to portray modern women the way director davis has done is just unthinkable . 0 -a documentary , this film , co-produced by several countries finally became reality . 1 -craig and day day have finally moved out of their parents houses and into their own crib . 1 -"his darkly comic trip--shared by a deviant cast of characters , including his terminally bored , part-time lover sookie , his godfater's trophy mistress rachel , and smack-dealing performance artists russel--veers from bizarre to tragic in igby's ultimately noble attempt to keep himself from "" going down . "" igby goes down is a personal tale about a 17 year old misfit boy who copes with his mother's cancer and his father's insanity by pursuing relationships with older women ." 1 -guaranteed to move anyone who ever shook , rattled , or rolled . 0 -the action switches between past and present , but the material link is too tenuous to anchor the emotional connections that purport to span a 125-year divide . 0 -winnie is a free-spirited 15-year-old in a stuffy victorian household who stumbles on the tucks , a strange family hiding out on the family grounds . 1 -time changer may not be the most memorable cinema session but its profound self-evaluation message about our fragile existence and the absence of spiritual guidance should at least invade an abundance of mindsets 0 -hardly a masterpiece , but it introduces viewers to a good charitable enterprise and some interesting real people . 0 -who knows what may be down the next block , or what lies in store for gigi at the end of the walk ? 1 - . . . the movie is just a plain old monster . 0 -with an expressive face reminiscent of gong li and a vivid personality like zhang ziyi's , dong stakes out the emotional heart of happy . 0 -by the final whistle you're convinced that this mean machine was a decent tv outing that just doesn't have big screen magic . 0 -grant is certainly amusing , but the very hollowness of the character he plays keeps him at arms length 0 -when she's approached one day by a handsome stranger while trying to hail a taxi , she becomes obsessed with him and eventually starts an affair . 1 -it's at this point that he buys a pirate record whose magical powers bring him the success he's longed for . 1 -he faces the hostility and malice of the modern world . 1 -nete's husband seeks comfort outside of their home , her daughter begins to rebel , and as the relationship between nete and her father has not been too good for years , things are bound to explode . 1 -a coming-of-age film that avoids the cartoonish clichйs and sneering humor of the genre as it provides a fresh view of an old type -- the uncertain girl on the brink of womanhood . 0 -in comparison to his earlier films it seems a disappointingly thin slice of lower-class london life ; despite the title . . . amounts to surprisingly little . 0 -they do this by planning india's biggest bank heist and then de-camping with the loot . 1 -one afternoon they discover the corpse of a young woman floating in the water . 1 -nothing is what it seems , and no one will be the same again , as the truth begins to surface in very dangerous circumstances . 1 -but when the substitute institutes some strange redefinitions of naughty and nice , putting christmas at risk , it's up to scott to return with a new bag of magic to try to save christmas . 1 -the movie just has too much on its plate to really stay afloat for its just under ninety minute running time . 0 -charlie decides it's time to take action to recover his lost love : he secretly befriends her new boyfriend and attempts to sabotage their relationship by introducing temptation , mistrust - and jennifer . . . 1 -but it seems they are brought back as one for more than just solving a case . 1 -a washed-up 80's pop star ( ferguson ) suddenly has a new direction in life when he discovers that he has a teenage daughter , olivia , ( church ) , in cardiff , wales . 1 -it's supposed to be post-feminist breezy but ends up as tedious as the chatter of parrots raised on oprah . 0 -the only thing that can help him is a very expensive operation , an operation their family can in no way afford . 1 -he falls in love with christine and wants her for his own , but she only has eyes for raoul viscount de chagny . 1 -primarily , the audience is wealthy , bored executives . 1 -a fairly harmless but ultimately lifeless feature-length afterschool special . 0 -amongst the excitement of rediscovering old friendships , no one minds that a snowstorm has cut them off from the rest of the outside world . 1 -a movie that will surely be profane , politically charged music to the ears of cho's fans . 0 -connie sumner has a loving husband , a beautiful home , and a wonderful son , but she wants more . 1 -though intrepid in exploring an attraction that crosses sexual identity , ozpetek falls short in showing us antonia's true emotions . . . but at the very least , his secret life will leave you thinking . 0 -the eccentric stories of a free spirited couple , the husband's brother , a basket ball game , a bookie named dutch , two sinister , corrupt twins conniving over a faberge' egg for their wife's anniversary , a business is business hit-man , and an ex-con that has nothing to do with this story . 1 -does what a fine documentary does best : it extends a warm invitation into an unfamiliar world , then illuminates it fully and allows the larger implications of the journey to sink in unobtrusively . 0 -arvasu prepares to marry outside his brahmin caste - but for this , according to the tribal custom , he has to present himself before nittilai's village elders . 1 -guru gulab leaves india for america and comes to stay in the neighbourhood of dr . anmol acharya ( aftab shivdasani ) . 1 -shows that jackie chan is getting older , and that's something i would rather live in denial about 0 -this is riveting stuff , especially in its account of how refugee culture and community spring up almost overnight . 0 -young cop kong yat hong ( karen mok ) and her partner mark are put on the case . 1 -he has to learn to accept ian ; ian has to learn to accept toula's huge family , and toula has to learn to accept herself . 1 -along the way , they discover a sinister conspiracy that reaches to the police department and even the highest level of government . 1 -" "" it's like those monster vampire high school kind of movies , only here the monsters are jesus-freak teenagers , "" says michael stipe , the former r . e . m ." 1 -an inelegant combination of two unrelated shorts that falls far short of the director's previous work in terms of both thematic content and narrative strength . 0 -the entire movie is so formulaic and forgettable that it's hardly over before it begins to fade from memory . 0 -offers a quieter version of the midlife-crisis roller coaster . 0 -"susie is obsessed about losing weight , thus being "" bonita "" and not "" gorda "" - the two keywords in the original spanish title ." 1 -moore's performance impresses almost as much as her work with haynes in 1995's safe . 0 -then after rumers spread that he was a communist he was blacklisted from hollywood forever . 1 -together they set off from minneapolis to duluth on what they think will be a redemptive and romantic road trip to the north shore . 1 -"viewers of "" the ring "" are more likely to remember the haunting images than the plot holes ." 0 -the movie has very little to offer besides unintentional laughs . 0 -slim , otis , frank and alex ( three boys and a girl ) form a group of snowboard and skate young bank robbers . 1 -in keeping with the holiday spirit , the judge gives davey one last chance at redemption-spend the holiday performing community service as the assistant referee for the youth basketball league or go to jail . 1 -director charles stone iii applies more detail to the film's music than to the story line ; what's best about drumline is its energy . 0 -joanna , a young wife and mother , moves from manhattan to the upper-class suburb of stepford , connecticut . 1 -the grey zone gives voice to a story that needs to be heard in the sea of holocaust movies . . . but the film suffers from its own difficulties . 0 -k-19 : the widowmaker is derivative , overlong , and bombastic -- yet surprisingly entertaining . 0 -filippo , the official translator , believes in her innocence , and conceives a plan for her escape . 1 -eddie is investigated and forced to exile himself from his family until the matter is dealt with . 1 -hong has a brilliant mind and immediately senses she's dealing with a killer with very special skills . 1 -[diaz] can blunder into the crudest situations with such sweet innocence as to inspire giggles rather than groans . 0 -the case gets more complicated , when even the police themselves appear to become suspects in the murders . 1 -their relationship has seen better days and jessica acquiring a clapped-out 1984 skoda doesn't make things easier . 1 -it's often faintly amusing , but the problems of the characters never become important to us , and the story never takes hold . 0 -there is no pleasure in watching a child suffer . just embarrassment and a vague sense of shame . 0 -queen of the damned as you might have guessed , makes sorry use of aaliyah in her one and only starring role -- she does little here but point at things that explode into flame . 0 -like being trapped inside a huge video game , where exciting , inane images keep popping past your head and the same illogical things keep happening over and over again . 0 -the crassness of this reactionary thriller is matched only by the ridiculousness of its premise . 0 -diana seeks to escape the wasteland of lies she can't stop telling . 1 -missteps take what was otherwise a fascinating , riveting story and send it down the path of the mundane . 0 -"that is , until he falls in love with a cocktail waitress ( maria bello ) and gets "" lady luck , "" which throws the situation into reverse ." 1 -the angel has already gotten to her and taken her into hiding . 1 -this includes never-before-seen images of tests of modified v-1s at point mugu naval air station , and the flight test program for regulus at edwards air force base in 1950 . 1 -disillusioned and with no money the secret knight joins the crusaders and embarks on new adventures . 1 -starry-eyed forest ranger , jackie , rescues the hunk of her dreams from a cliff side motorcycle accident . 1 -there starts a dangerous game where the two teenagers that graham is protecting will be implied . 1 -twists are so bizarre , and the story so worth documenting , that it's easy to forget this film's shortcomings . 0 -danny is antagonized by undercover narcotics agents ( anthony lapaglia and doug hutchison ) and sadistic dealer pooh bear ( vincent d'onfronio ) . 1 -the pianist is the film roman polanski may have been born to make . 0 -will probably stay in the shadow of its two older , more accessible qatsi siblings . 0 -the characters are never more than sketches . . . which leaves any true emotional connection or identification frustratingly out of reach . 0 -there's more scatological action in 8 crazy nights than a proctologist is apt to encounter in an entire career . 0 -a deliberative account of a lifestyle characterized by its surface-obsession Ц one that typifies the delirium of post , pre , and extant stardom . 0 -the film is exhilarating to watch because sandler , liberated from the constraints of formula , reveals unexpected depths as an actor . 0 -a vivid reminder of the true nature of chemistry between lovers , and the rarity with which we see it on the screen . 0 -moreover , he strongly believes in moulding his students by using principles . 1 -worthless , from its pseudo-rock-video opening to the idiocy of its last frames . 0 diff --git a/data_sets/cls/trec/description.json b/data_sets/cls/trec/description.json deleted file mode 100644 index 162168e..0000000 --- a/data_sets/cls/trec/description.json +++ /dev/null @@ -1,14 +0,0 @@ -{ - "path": "data_sets/cls/trec", - "seed": "seed5", - "init_prompts": "prompts.txt", - "description": "The dataset includes questions categorized into different types: Description, Entity, Expression, Human, Location, and Number. The task is to classify each question into one of these six question types. The class mentioned first in the response of the LLM will be the prediction.", - "classes": [ - "Description", - "Entity", - "Expression", - "Human", - "Location", - "Number" - ] -} diff --git a/data_sets/cls/trec/prompts.txt b/data_sets/cls/trec/prompts.txt deleted file mode 100644 index 29dc684..0000000 --- a/data_sets/cls/trec/prompts.txt +++ /dev/null @@ -1,17 +0,0 @@ -Please perform Question Classification task. Given the question, assign a label from ['Description', 'Entity', 'Expression', 'Human', 'Location', 'Number']. Return label only without any other text -Determine the type of the given question and choose from Description, Entity, Expression, Human, Location and Number. -Your task is to choose a type of the question, from Description, Entity, Expression, Human, Location and Number. -Analyze an English question and identify which category it belongs to: Description, Entity, Expression, Human, Location, or Number. -You are given a question. You need to detect which category better describes the question. Answer with "Description", "Entity", "Expression", "Human", "Location", and "Number". -Please select the correct classification for this sentence: Description, Entity, Expression, Human, Location, or Number. -Classify this sentence into one of these categories: Description, Entity, Expression, Human, Location, or Number. -Identify the most suitable category for this sentence: Description, Entity, Expression, Human, Location, or Number. -Classify this sentence based on the provided categories: Description, Entity, Expression, Human, Location, or Number. -Determine the category that best describes this sentence: Description, Entity, Expression, Human, Location, or Number. -Choose the appropriate classification for this sentence: Description, Entity, Expression, Human, Location, or Number. -Assign this sentence to one of these categories: Description, Entity, Expression, Human, Location, or Number. -Using the following categories, classify this sentence: Description, Entity, Expression, Human, Location, or Number. -Please pick the category that matches this sentence: Description, Entity, Expression, Human, Location, or Number. -Identify the category that corresponds to this sentence: Description, Entity, Expression, Human, Location, or Number. -Classify this sentence by choosing one of the following options: Description, Entity, Expression, Human, Location, or Number. -Which category best describes the following question? Choose from the following list: Description, Entity, Expression, Human, Location, Number. diff --git a/data_sets/cls/trec/prompts_auto.txt b/data_sets/cls/trec/prompts_auto.txt deleted file mode 100644 index 2edc171..0000000 --- a/data_sets/cls/trec/prompts_auto.txt +++ /dev/null @@ -1,20 +0,0 @@ -For each input, provide an output that describes the type of information being requested (e.g. Description, Entity, Human, etc.)" -identify the type of answer associated with each question (e.g. Description, Entity, or Human). -identify the type of input (i.e. description, entity, or human) and provide the corresponding type of output. -For each input, provide an output that indicates whether the input is asking for a description, an entity, or a human." -identify the type of answer (description, entity, or human) that should be given to each question. -provide an answer type for each input: either a number, description, or entity. -identify the type of the input and provide the corresponding output, i.e. "Description" for questions that seek information about a description, "Entity" for questions that seek information about an entity, and "Human" for questions that seek information about -provide the type of information being requested, such as a number, description, or entity. -provide an answer type (e.g., number, entity, description) for the given questions. -ask a question and then provide the appropriate label for the answer ("Description", "Entity", or "Human"). -provide an appropriate response category (Number, Description, Entity) for each question. -provide an answer type corresponding to each question. The answer type should indicate what type of information is expected in the answer to the question. For example, the answer to "When did Charles Lindbergh die?" should be a number (the year). -identify the type of output (number, description, entity, etc.) that would answer the given input. -identify the type of response (e.g. number, description, entity) that should be given for each of the questions. -identify the type of answer (i.e. number, description, or entity) to be provided for each given question. -identify the type of answer (number, description, entity) that would be needed to answer each question. -identify the type of answer that each input requires. -determine whether the question being asked is asking for a description or a specific entity. -provide the appropriate type of response for each question - either a number, a description, or an entity. -determine whether the input was asking for a description or for the name of a person or entity, and to provide the appropriate output. diff --git a/data_sets/cls/trec/seed5/dev.txt b/data_sets/cls/trec/seed5/dev.txt deleted file mode 100644 index b9da1a5..0000000 --- a/data_sets/cls/trec/seed5/dev.txt +++ /dev/null @@ -1,200 +0,0 @@ -What is `` bloodhound '' ? 0 -What is a common dolphin ? 0 -What is the largest variety of cactus ? 0 -What is a leaky heart valve ? 0 -Why did the world enter a global depression in 1929 ? 0 -Why does a woman have to be a virgin to be a nun ? 0 -What is the origin of blue for boys and pink for girls ? 0 -What is the poetic meter of blank verse ? 0 -What is the difference between a bachelor and a 1 bedroom apartment ? 0 -What was the proper Laugh-In respones to : `` Say goodnight , Dick '' ? 0 -How do you find the area of a circle ? 0 -How do I legally make my own will and testament ? 0 -What is so powerful about Power Bars ? 0 -What was unusual about Alexandra 's appearance in Josie and the Pussycats ? 0 -What is osmosis ? 0 -What is the difference between optical and digital video ? 0 -What is Tetrinet ? 0 -Why are sometimes your hands cold , but the rest of you isn 't ? 0 -What is the cause of endangered species ? 0 -What effect does LSD have on the brain ? 0 -Why can 't you taste anything when you have a cold ? 0 -What does Ouija mean ? 0 -How can I find a list of , fax and or email , addresses for human resource departments in Massachusetts ? 0 -What are a baseball team 's firemen ? 0 -What do pointed letters mean to a handwriting analyst ? 0 -What effects do nitrates have on the environment ? 0 -How do they find or choose witnesses to an execution ? 0 -What does `` Philebus-like '' mean ? 0 -What caused Shea & Gould to close their L.A. office ? 0 -What is splatterpunk ? 0 -What is the 401 , K , plan ? 0 -How is the element strontium purified ? 0 -How can I get someone 's email address ? 0 -What is the definition of spamming ? 0 -Why are peanut butter cookies topped with crisscrosses ? 0 -How can I get my product licensed by the NBA ? 0 -How can I find out what year a Beanie Baby was introduced ? 0 -How do birds find their way back to the same place every year ? 0 -In My Antonia , how is Mr. Shimerda out of place on the farm ? 0 -What are the benefits of home school ? 0 -How can I transport files from one computer to another ? 0 -What do insects do through their spiracles ? 0 -What are the requirements for becoming a citizen of Australia ? 0 -What good are mosquitoes ? 0 -Why is Microsoft 's Windows 3 software so successful ? 0 -How do I know someone is truly in love with me ? 0 -What is the difference between a bottle and a jar ? 0 -What are the rules to `` snow golf '' ? 0 -What is the proof that houseplants metabolize carcinogens ? 0 -What happens to used motor oil ? 0 -How is digital audio used ? 0 -What was the Vietnam War ? 0 -What is a portal ? 0 -What is a swatch ? 0 -What is deadrise , nautical , ? 0 -The corpus callosum is in what part of the body ? 1 -What are the 10 plagues of Egypt ? 1 -What did the Chinese emperor present to the English soldier Gordon in recognition of his services in quelling rebellions ? 1 -What four elements make up 90 percent of the human body ? 1 -In what film did Steven Spielberg 's dog star as the main character 's dog ? 1 -Name the ship Beany and Cecil sailed . 1 -What is a fear of fur ? 1 -What famed gangland slaughter cut into the membership of Bugs Moran 's outfit ? 1 -What is the primary language of the Philippines ? 1 -What did the forward-thinking Simon Brothers Bakery of Chicago insert into bagels to boost business ? 1 -What is a term for behavior , appearance , or expression that violates the accepted standards of sexual morality ? 1 -What is the term for a group of geese ? 1 -What is the largest snake in the world ? 1 -Which language has the most words ? 1 -What penalty space lies between Baltic Avenue and Reading Railroad on a Monopoly board ? 1 -What was the name of the Crimean meeting of Roosevelt , Churchill , and Stalin ? 1 -At Christmas time , what is the traditional thing to do under the mistletoe ? 1 -What sport can a free-legged pacer compete in ? 1 -What is the fear of frogs ? 1 -What therapy attempts to elicit the `` primal scream '' ? 1 -What did people use to freshen their breath before toothpaste ? 1 -What is Beethoven 's 9th symphony called ? 1 -What was the non-fiction best-seller of 1952 , 1953 and 1954 ? 1 -What is a fear of parasites ? 1 -When it 's time to relax , what one beer stands clear ? 1 -What is `` the taste that beats the others cold '' ? 1 -What 1927 silent film received an international revival in 1981 ? 1 -What was the name of Robert Fulton 's most famous steamboat ? 1 -What color are seven of every 10 houses in the U.S. ? 1 -What oldtime kids ' fare did TV Guide writer Jeff Greenfield call `` one of the most...subversive TV shows in American history '' ? 1 -What significant battle was fought in Belgium in 1815 ? 1 -What color bottles do good Rhine wines come in ? 1 -What Russian novel embracing more the 5 characters is set in the Napoleonic Wars ? 1 -What do camels store in their humps ? 1 -In which Tennessee Williams play is one of the characters killed and devoured by a mob of starving children ? 1 -What shrubs can be planted that will be safe from deer ? 1 -What incident of 1933 did the German Nazis use to justify emergency decrees , imprisoning opponents and vesting more power in themselves ? 1 -What is a fear of reptiles ? 1 -What does `` B.Y.O.B. '' mean ? 2 -What does G.M.T. stand for ? 2 -What 's the abbreviation for trinitrotoluene ? 2 -What is LMDS ? 2 -Who lives at 24 Sussex Drive , Ottawa ? 3 -Who was the lyricist and who was the composer between Gilbert and Sullivan ? 3 -Who declared : `` I think I 'll go out and milk the elk '' ? 3 -Name the Marvel team loosely based on DC 's Justice League of America ? 3 -Who is the author of the book , `` The Iron Lady : A Biography of Margaret Thatcher '' ? 3 -What director portrayed the commandant of the POW camp in 1953 's Stalag 17 ? 3 -Who played the part of the Godfather in the movie , ` The Godfather ' ? 3 -What 4-foot-9 actress in 1984 became the first performer to win an Oscar for playing a character of the opposite sex ? 3 -Who was the architect of Central Park ? 3 -What company started out making pies , and wound up manufacturing plastic throwing toys ? 3 -Whose biography by Maurice Zolotow is titled Shooting Star ? 3 -Who was the prophet of the Muslim people ? 3 -What part did Benjamin Franklin play in the development of the newspaper in America ? 3 -What famous comic strip character died of acne ? 3 -Whose cupboard was bare ? 3 -Name a female figure skater . 3 -Who was William Henry Harrison ? 3 -What is `` the airline built for professional travelers '' ? 3 -What President once told Gene Autry : `` Please give my regards to your wife Dale '' ? 3 -What Chilean president was killed in a 1973 coup d 'etat ? 3 -Name the Ranger who was always after Yogi Bear . 3 -What Pulitzer Prize-winning novelist ran for mayor of New York City ? 3 -What 's comic strip photographer Peter Parker 's secret identity ? 3 -Who is the actress Bette Davis once said she wished she looked like ? 3 -Who starred in Singing in the Rain and The Singing Nun ? 3 -What American won the world Grand Prix driving championship in 1978 ? 3 -Where is Amsterdam ? 4 -What New England state carries the telephone area code 27 ? 4 -What ocean surrounds the Madeira Islands ? 4 -Where did the real St. Nicholas live ? 4 -What is the name of the planet that the Ewoks live on ? 4 -What U.S. city 's skyline boasts the Gateway Arch ? 4 -What is worth seeing in Reims ? 4 -Where can I look at a perpetual calendar ? 4 -What bordering country is due north of Costa Rica ? 4 -What are the five most expensive cities in the world ? 4 -Where are the Union Stockyards ? 4 -Where is there information on the novel `` El Cid '' ? 4 -What islands got their name from the Spanish baja mar , meaning shallow water ? 4 -What country is famous for Persian rugs ? 4 -What Kenyan city is the safari center for East Africa ? 4 -Where is the Keck telescope ? 4 -What country was Hitler the chancellor of ? 4 -Where can I find pictorial directions on how to build a very simple treehouse ? 4 -What countries have the best math students ? 4 -What constellation contains the twins Castor and Pollux ? 4 -What South American city features the exclusive Copacabana Beach and Ipanema ? 4 -Where can I read about Chiang Kai-shek ? 4 -Where can I get information and statistics on countries and nations ? 4 -What country is the setting for Edgar Allan Poe 's The Pit and the Pendulum ? 4 -What country did the Allies invade in World War II 's Operation Avalanche ? 4 -What European country abandoned postage stamps in 1923 because printing them cost more than their face value ? 4 -Where did Freidreich Wilhelm Ludwig Leichhardt , Prussian born explorer , go to school ? 4 -Where have the most dinosaur remains been found ? 4 -What is the largest and most expensive freeway construction project in the U.S. right now ? 4 -Where can I find an Ask An Expert site ? 4 -What Caribbean island is northeast of Trinidad ? 4 -What North American city would you visit to see Cleopatra 's Needle ? 4 -When was the Hoover Dam constructed ? 5 -How old was Stevie Wonder when he signed with Motown Records ? 5 -What was Joe Namath 's first contract worth ? 5 -How many calories are there in soy sauce ? 5 -CNN began broadcasting in what year ? 5 -How many people in Tucson ? 5 -How many names are there for Eskimo people ? 5 -What is the horsepower of the shuttle boosters ? 5 -What was the first minimum wage ? 5 -How much folic acid should an expectant mother get daily ? 5 -What are the unemployment statistics for the years 1965 and 1990 ? 5 -How many votes in Congress dissented from the 1941 declaration of war with Japan ? 5 -When was Yemen reunified ? 5 -How many bones are there in the human hand ? 5 -How much caffeine is in a 16 oz cup of coffee ? 5 -When did the vesuvius last erupt ? 5 -How many men died building the Mackinaw Bridge ? 5 -How old was Gene Siskel ? 5 -How many inches apart are adjacent pins in tenpin bowling ? 5 -How many teaspoons make up a tablespoon ? 5 -How many stars are there in Big Dipper ? 5 -How many varieties of apple are there ? 5 -How fast is a 45Mhz processor ? 5 -How big is the universe actually ? 5 -How old is Bernadette Peters ? 5 -What is the weight of a teaspoon of matter in a black hole ? 5 -The film `` Jaws '' was made in what year ? 5 -How many times was pitcher , Warren Spahn , a 20-game winner in his 21 major league seasons ? 5 -How big is a normal size penis for a 15-year-old ? 5 -How long do you have to live in a community to vote ? 5 -How long does it take for your blood to make one complete trip through the body ? 5 -When did the art of quilting begin ? 5 -What 's the American dollar equivalent for 8 pounds in the U.K. ? 5 -What is Columbia Tristar 's phone number ? 5 -How many colored squares are there on a Rubik 's Cube ? 5 -When did CNN begin broadcasting ? 5 -What is the horsepower of the shuttle boosters ? 5 -When did Spain and Korea start ambassadorial relations ? 5 -How long did it take Stanley to find Livingstone ? 5 -When did Princess Diana and Prince Charles get married ? 5 -How many acres in a mile ? 5 -How many cards are dealt to each player in Gin Rummy ? 5 -When do you plant winter wheat ? 5 -How many cubic feet of space does a gallon of water occupy ? 5 -When did Rococo painting and architecture flourish ? 5 diff --git a/data_sets/cls/trec/seed5/test.txt b/data_sets/cls/trec/seed5/test.txt deleted file mode 100644 index b72f9f7..0000000 --- a/data_sets/cls/trec/seed5/test.txt +++ /dev/null @@ -1,200 +0,0 @@ -What river is Windsor Castle on ? 4 -When was the NFL established ? 5 -What painter popularized soup cans and Brillo soap pad boxes ? 3 -What are the lyrics to the Star Spangled Banner ? 0 -How many mines can still be found in the Falklands after the war ended ? 5 -What famed river was Hernando de Soto the first European to see ? 4 -What is the nickname for the state of Mississippi ? 4 -What are John C. Calhoun and Henry Clay known as ? 1 -What is real time processing ? 0 -Whom does Uncle Duke 's girl friend , Honey , room with ? 3 -How big is the Chappellet vineyard ? 5 -What is the Milky Way ? 0 -What is the largest county in size in Massachusetts ? 4 -How do you use `` farther '' as opposed to `` further '' ? 0 -Who invented the game bowling ? 3 -Tell me what city the Kentucky Horse Park is near ? 4 -When was Babe Ruth born ? 5 -What were the first bodies visited by spacecraft ? 4 -Who claimed to be the world 's most perfectly-developed man ? 3 -Who is considered The First Lady of the American Stage ? 3 -What does verdandi mean ? 0 -Which mosquito 's bite draws blood , DT NN CC DT NN . 1 -How many questions do you have on your database ? 5 -What 's the Fahrenheit equivalent of zero degrees centigrade ? 5 -What 's the world 's most common compound ? 1 -What is Sinn Fein ? 0 -What date is Boxing Day ? 5 -How many letters appear with the numbers 2 to 9 on a telephone dial ? 5 -Who was Thucydides ? 3 -How many websites are there in the world ? 5 -What is literary criticism ? 0 -Who plays the cop in the movie `` Kindergarten Cop '' ? 3 -How do I e-mail someone at aol.com from yahoo.com ? 0 -What is home banking ? 0 -What country would you visit to ski in the Dolomites ? 4 -What is one of the languages spoken by the Sioux called ? 1 -Why do people get goosebumps when they have something emotional happen to them , like when they hear a beautiful piece of music , or see something beautiful , or get aroused by someone they love ? 0 -What did British companies stick 175 , 0 tons of tea into in 1982 ? 1 -What are geckos ? 0 -What is a Chinese `` spouting '' bowl ? 0 -What software offers inventors use of CAD-like design ? 1 -How did the U.S. come into the possession of an empire in the wake of the Spanish-American War ? 0 -Of children between the ages of two and eleven , what percentage watch `` The Simpsons '' ? 5 -What does `` Janelle '' mean ? 0 -What is a virtual IP address ? 0 -What are the short- and long-term effects of underage drinking ? 0 -What are the chances of pregnacy if the penis does not penetrate the vagina ? 5 -Where did Gulliver find a race of tiny people ? 4 -What weapon is the mythological character Apollo most proficient with ? 1 -Where is the Kentucky Horse Park ? 4 -Woodrow Wilson served as president of what university ? 3 -Who kept the most famous diary in the English language ? 3 -What season is the setting for Shakespeare 's Midsummer Night 's Dream ? 5 -Why do airliners crash vs. gliding down ? 0 -How many dogs pull a sled in the Iditarod ? 5 -When is the Sun closest to the Earth ? 5 -What cigarette is `` a whole new world '' ? 1 -What type of betting is used in horse racing ? 1 -What is the largest U.S. state east of the Mississippi ? 4 -Why do heavier objects travel downhill faster ? 0 -What was the date of Iraq 's invasion of Kuwait ? 5 -What is God ? 0 -Why did the chicken cross the road ? 0 -What mountainous region of the world is the Lhasa Apso dog native to ? 4 -What 's the name of Popeye 's adopted son ? 3 -What does the Georgetown `` Hoya '' mean ? 0 -What is the nursery rhyme Rock-a-by Baby about ? 0 -How many members of a family could be drafted in the U.S. military during World War II ? 5 -What is the origin of the term `` blue moon , '' and how often do they occur ? 0 -What is the capital of California ? 4 -Which produces the longer sperm - an elephant or a mouse ? 1 -What war was fought by the Spanish as far as the Philippines ? 1 -What erupts every hour at Yellowstone National Park ? 4 -What state is Niagara Falls located in ? 4 -What is the name of the largest water conservancy project in China ? 1 -When was Beethoven born ? 5 -What is the meaning of thalassemia ? 0 -What 1956 Grace Metalious novel was on the best-seller list for two years ? 1 -Why didn 't European colonial rule spread until after the first and second industrial revolutions ? 0 -What was the target rate for M3 growth in 1992 ? 5 -What is the name of Miss India 1994 ? 3 -Who reports the weather on the `` Good Morning America '' television show ? 3 -Why is it called `` hamburger '' if there is no ham in it ? 0 -What is the name of a language spoken by the Sioux ? 1 -Why did the Globe Theatre burn down ? 0 -What is the correct way to use `` may '' vs. `` might '' ? 1 -What race is 1 , 137 miles long ? 1 -What is a bourdon tube ? 0 -How do vending machines tell if your dollar is a 1 or a 5 ? 0 -What is osteichthyes ? 0 -What river is Pocahontas buried along ? 4 -What game is Garry Kasparov really good at ? 1 -What is Archimedes famous for ? 0 -What country did King Gustav V reign over from 197 to 195 ? 4 -What 's the meaning of UOL ? 0 -What is e-commerce ? 0 -What university fired Angela Davis ? 3 -Who led the opposition when Konrad Adenauer was Chancellor in Germany ? 3 -How long do cardinal eggs incubate ? 5 -What was the reason for the partition of the Anglican and Vatican churches ? 0 -Where can I find full written draft of CTBT ? 4 -How do I know if I am pregnant ? 0 -What is a conifer ? 0 -What state has the most Indians ? 4 -How many American soldiers have died for their country to date ? 5 -Where did Sarge Steel get his metal hand ? 4 -What is the acronym for the National Bureau of Investigation ? 2 -What are the words to the cd Eminem 's , or slim shady , `` My Name Is '' ? 0 -Who is the mayor of Marbella ? 3 -In what war was the first submarine used ? 1 -What book opens : `` At a certain village in La Mancha , which I shall not name.. . '' ? 1 -When did the Carolingian period begin ? 5 -What Muhammad Ali maneuver was George Foreman the first victim of ? 1 -What is the exchange rate for Australian to American money ? 5 -How many lakes are there on the Earth ? 5 -What is a word whose letters can be rearranged to form a different word ? 1 -What businesses in Alaska were affected by the Exxon Valdez oil spill ? 3 -How many characters makes up a word for typing test purposes ? 5 -What two countries share the Khyber Pass ? 4 -Where does the opera singer Ileana Cotrubas come from ? 4 -What are manifest and latent function theories ? 0 -Name the scar-faced bounty hunter of The Old West . 3 -What country will hit the year 2 first ? 4 -Who did Dita Beard work for ? 3 -What does U.S.S.R. stand for ? 2 -How many American soldiers remain unaccounted from the Vietnam war ? 5 -Where do chihuahuas come from ? 0 -What 's the green variety of beryl called ? 1 -What was the highest mountain on earth before Mount Everest was discovered ? 4 -How often are brain cells replaced ? 5 -What kind of a sports team is the Wisconsin Badgers ? 1 -What film ends with the line : `` This is Mrs. Norman Maine '' ? 1 -Who is Karenna Gore , Al Gore 's oldest daughter , married to ? 3 -What soft drink not only has its own video game , but was featured in its own Marvel comic book ? 1 -In what year was the first patent for the pull-tab opener on cans obtained ? 5 -How many months does a normal human pregnancy last ? 5 -Who asked the musical question : `` Have you ever been to electric lady land ? '' 3 -Who gave King Arthur the round table ? 3 -What was the name of the cook on Rawhide ? 3 -What is the half-life of P-32 ? 0 -What tale has the moral : `` He who wants everything gets nothing '' ? 1 -What is a `` USB '' port on a computer ? 2 -Name a band which was famous in the 1960 's . 3 -What do the French call La Manche ? 1 -Where in the Bible does it tell about Jesus Christ 's brothers and sisters ? 4 -In what year was De Gaulle elected president of France ? 5 -Aspartame is known by what other name ? 1 -Where did the term fireplug come from ? 0 -What are dingoes ? 0 -What articles of clothing are tokens in Monopoly ? 1 -When was Berlin 's Brandenburg gate erected ? 5 -What TV station did Mary Richards work for ? 1 -Where is Burma ? 4 -What organization did Mr. Waverly assign agents for ? 3 -When was Dick Clark born ? 5 -What is the average cost for four years of medical school ? 5 -Where is Webster University ? 4 -What is recruitment interview technique ? 0 -Where does most of the marijuana entering the United States come from ? 4 -What video format was an alternative to VHS ? 1 -What continent 's name appears on the upper left corner of a Budweiser label ? 4 -Who is the director and editor of the movie Big starring Tom Hanks ? 3 -What was the Chivington Massacre ? 0 -What does laser stand for ? 0 -What is Black Hills , South Dakota most famous for ? 0 -What does e.g. stand for ? 2 -When was Christ born ? 5 -How many years make up a lustrum ? 5 -Who runs Andy Capp 's favorite pub ? 3 -What is the difference between a board of directors and an advisory board ? 0 -What is the connection between New Krypton and Daxam ? 1 -What is the greatest hiking Web site ? 4 -How many quarts of whole milk is needed to make one pound of butter ? 5 -What makes salt ? 0 -What children 's tale contains the line : `` Come , Cinderslut , and hold this skein of wool for me '' ? 1 -How many referees work a soccer game ? 5 -Which is a real berry : blackberry , cranberry , raspberry , strawberry ? 1 -What is typhoid fever ? 0 -What is Dick Clark 's birthday ? 5 -What does IBM stand for ? 2 -What southeast Asian country has the Wang River joining the Ping River at Tak ? 4 -What are the `` Star Wars '' satellites ? 0 -What month did the Edmund Fitzgerald sink ? 5 -How long do hermit crabs live ? 5 -In what Olympic Games did Nadia Comaneci become popular ? 1 -How old is too old for a child to not be talking ? 5 -How much did a McDonald 's hamburger cost in 1963 ? 5 -Who was the first Russian astronaut to walk in space ? 3 -What cancer is commonly associated with AIDS ? 1 -How does the tail affect the flight of a kite ? 0 -How do I start a bank ? 0 -What college produced the most winning Super Bowl quarterbacks ? 3 -When was John D. Rockefeller born ? 5 -Where are diamonds mined ? 4 -How many people does Honda employ in the U.S. ? 5 -What 's nature 's purpose for tornadoes ? 0 -When did Gothic art and architecture flourish ? 5 -When does the Bible say the seasons started ? 5 -What is troilism ? 0 -Which continent has the most roses ? 4 diff --git a/docs/release-notes.md b/docs/release-notes.md index 8ea09ca..f66686f 100644 --- a/docs/release-notes.md +++ b/docs/release-notes.md @@ -1,5 +1,17 @@ # Release Notes +## Release v1.3.1 +### What's changed +#### Added features +* new features for the VLLM Wrapper (accept seeding to ensure reproducibility) +* fixes in the "MarkerBasedClassificator" +* fixes in prompt creation and task description handling +* generalize the Classificator +* add verbosity and callback handling in EvoPromptGA +* add timestamp to the callback + +**Full Changelog**: [here](https://github.com/finitearth/promptolution/compare/v1.3.0...v1.3.1) + ## Release v1.3.0 ### What's changed #### Added features diff --git a/notebooks/getting_started.ipynb b/notebooks/getting_started.ipynb deleted file mode 100644 index 0c38f11..0000000 --- a/notebooks/getting_started.ipynb +++ /dev/null @@ -1,260 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Getting started" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Before you start" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Custom Dataset\n", - "If you want to run prompt optimization on your own dataset, follow these steps:\n", - "\n", - "1. Create a folder.\n", - "1. Create a .txt file in the folder named \"prompts.txt\". It should contain 8-12 initial prompts from where you can start the optimization. Add line breaks between each of the prompts\n", - "1. Create two .txt files in another folder, which contain the dev set \"dev.txt\" and test set \"test.txt\" of your data points. Convert the classes of your file into integers. \n", - "Make sure to seperate the input from the expected output with a tab!\n", - "1. Create a description.json file that contains a dictionary, specifying:\n", - " - \"seed\": the folder in which you find the dev and test files\n", - " - \"init_prompts\": the name of the .txt file pointing to the prompts\n", - " - \"description\": A short description of your task, that is fed to the meta-llm in order to optimize the prompts. \n", - " (TIP: Include \"The class mentioned first in the response of the LLM will be the prediction.\" in the description if this is how you evaluate the models responses)\n", - " - \"classes\": A list of the names of the classes you are trying to predict\n", - "\n", - "You can find examples of how this needs to be set up in our repo at data_sets/" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Installs" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "! pip install promptolution" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "vscode": { - "languageId": "plaintext" - } - }, - "source": [ - "## Imports" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\tzehl\\Documents\\programming\\promptolution\\.venv\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], - "source": [ - "from promptolution.helpers import run_experiment\n", - "from promptolution.config import Config" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## set up llms, predictor, tasks and optimizer" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "token = open(\"../deepinfratoken.txt\", \"r\").read()" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "config = Config(\n", - " task_name=\"subj\",\n", - " ds_path=\"../data_sets/cls/subj/\",\n", - " n_steps=8,\n", - " optimizer=\"evopromptde\",\n", - " meta_llm=\"meta-llama/Meta-Llama-3-8B-Instruct\",\n", - " evaluation_llm=\"meta-llama/Meta-Llama-3-8B-Instruct\",\n", - " downstream_llm=\"meta-llama/Meta-Llama-3-8B-Instruct\",\n", - " api_token=token,\n", - " prepend_exemplars=True,\n", - " exemplar_selector=\"random_search\",\n", - " n_exemplars=3,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "df = run_experiment(config)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
promptscore
1evaluate each sentence as either objective or ...0.80
8As a linguist, analyze a statement from a movi...0.80
3identify whether the given sentence was expres...0.65
5Analyze the textual content of a given stateme...0.65
9determine the classification of each sentence ...0.60
0evaluate each statement as either subjective o...0.50
2Classify the sentence according to its subject...0.40
6As a classifier, interpret phrases in movie re...0.35
7and\\n\\nshae is about to return to bed when she...0.35
4Analyze reviews and label them as subjective o...0.30
\n", - "
" - ], - "text/plain": [ - " prompt score\n", - "1 evaluate each sentence as either objective or ... 0.80\n", - "8 As a linguist, analyze a statement from a movi... 0.80\n", - "3 identify whether the given sentence was expres... 0.65\n", - "5 Analyze the textual content of a given stateme... 0.65\n", - "9 determine the classification of each sentence ... 0.60\n", - "0 evaluate each statement as either subjective o... 0.50\n", - "2 Classify the sentence according to its subject... 0.40\n", - "6 As a classifier, interpret phrases in movie re... 0.35\n", - "7 and\\n\\nshae is about to return to bed when she... 0.35\n", - "4 Analyze reviews and label them as subjective o... 0.30" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": ".venv", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.0" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/promptolution/callbacks.py b/promptolution/callbacks.py index 48a9b3e..cfcca6a 100644 --- a/promptolution/callbacks.py +++ b/promptolution/callbacks.py @@ -1,7 +1,7 @@ """Callback classes for logging, saving, and tracking optimization progress.""" import os -import time +from datetime import datetime from typing import Literal import numpy as np @@ -64,7 +64,8 @@ def __init__(self, logger): def on_step_end(self, optimizer): """Log information about the current step.""" self.step += 1 - self.logger.critical(f"✨Step {self.step} ended✨") + time = datetime.now().strftime("%d-%m-%y %H:%M:%S:%f") + self.logger.critical(f"{time} - ✨Step {self.step} ended✨") for i, (prompt, score) in enumerate(zip(optimizer.prompts, optimizer.scores)): self.logger.critical(f"*** Prompt {i}: Score: {score}") self.logger.critical(f"{prompt}") @@ -78,10 +79,11 @@ def on_train_end(self, optimizer, logs=None): optimizer: The optimizer object that called the callback. logs: Additional information to log. """ + time = datetime.now().strftime("%d-%m-%y %H:%M:%S:%f") if logs is None: - self.logger.critical("Training ended") + self.logger.critical(f"{time} - Training ended") else: - self.logger.critical(f"Training ended - {logs}") + self.logger.critical(f"{time} - Training ended - {logs}") return True @@ -105,12 +107,13 @@ def __init__(self, dir): if not os.path.exists(dir): os.makedirs(dir) + self.dir = dir self.dir = dir self.step = 0 self.input_tokens = 0 self.output_tokens = 0 - self.start_time = time.time() - self.step_time = time.time() + self.start_time = datetime.now() + self.step_time = datetime.now() def on_step_end(self, optimizer): """Save prompts and scores to csv. @@ -124,12 +127,12 @@ def on_step_end(self, optimizer): "step": [self.step] * len(optimizer.prompts), "input_tokens": [optimizer.meta_llm.input_token_count - self.input_tokens] * len(optimizer.prompts), "output_tokens": [optimizer.meta_llm.output_token_count - self.output_tokens] * len(optimizer.prompts), - "time_elapsed": [time.time() - self.step_time] * len(optimizer.prompts), + "time_elapsed": [(datetime.now() - self.step_time).total_seconds()] * len(optimizer.prompts), "score": optimizer.scores, "prompt": optimizer.prompts, } ) - self.step_time = time.time() + self.step_time = datetime.now() self.input_tokens = optimizer.meta_llm.input_token_count self.output_tokens = optimizer.meta_llm.output_token_count @@ -151,7 +154,8 @@ def on_train_end(self, optimizer): steps=self.step, input_tokens=optimizer.meta_llm.input_token_count, output_tokens=optimizer.meta_llm.output_token_count, - time_elapsed=time.time() - self.start_time, + time_elapsed=(datetime.now() - self.start_time).total_seconds(), + time=datetime.now(), score=np.array(optimizer.scores).mean(), best_prompts=str(optimizer.prompts), ), diff --git a/promptolution/config.py b/promptolution/config.py index 25e254c..c7d2f0c 100644 --- a/promptolution/config.py +++ b/promptolution/config.py @@ -2,7 +2,7 @@ import configparser from dataclasses import dataclass from pathlib import Path -from typing import Any, Dict, Literal, Optional +from typing import Any, Dict, List, Literal, Optional @dataclass @@ -22,6 +22,7 @@ class Config: downstream_llm (str): Name of the downstream language model. Should not be None if used. evaluation_llm (str): Name of the evaluation language model. Should not be None if used. init_pop_size (int): Initial population size. Defaults to 10. + initial_prompts (List[str]): Initial prompts for the optimizer. Defaults to None. logging_dir (str): Directory for logging. Defaults to "logs/run.csv". experiment_name (str): Name of the experiment. Defaults to "experiment". task_description (str): Task Description fed to the optimizer. Defaults to None. @@ -54,6 +55,7 @@ class Config: evaluation_llm: str = None n_steps: int = None init_pop_size: int = None + initial_prompts: List[str] = None logging_dir: Path = Path("logs/run.csv") experiment_name: str = "experiment" task_description: str = None diff --git a/promptolution/exemplar_selectors/base_exemplar_selector.py b/promptolution/exemplar_selectors/base_exemplar_selector.py index dd96e7b..8e81b86 100644 --- a/promptolution/exemplar_selectors/base_exemplar_selector.py +++ b/promptolution/exemplar_selectors/base_exemplar_selector.py @@ -1,7 +1,6 @@ """Base class for exemplar selectors.""" from abc import ABC, abstractmethod -from typing import Any, List, Tuple from promptolution.predictors.base_predictor import BasePredictor from promptolution.tasks.base_task import BaseTask diff --git a/promptolution/helpers.py b/promptolution/helpers.py index 52472ea..e58884b 100644 --- a/promptolution/helpers.py +++ b/promptolution/helpers.py @@ -1,4 +1,5 @@ """Helper functions for the usage of the libary.""" + from logging import Logger from typing import List @@ -10,7 +11,7 @@ from promptolution.llms import get_llm from promptolution.optimizers import get_optimizer from promptolution.predictors import FirstOccurrenceClassificator, MarkerBasedClassificator -from promptolution.tasks import get_task +from promptolution.tasks import ClassificationTask def run_experiment(config: Config): @@ -27,7 +28,7 @@ def run_experiment(config: Config): return df -def run_optimization(config: Config, callbacks: List = None): +def run_optimization(config: Config, callbacks: List = None, use_token: bool = False): """Run the optimization phase of the experiment. Args: @@ -36,8 +37,11 @@ def run_optimization(config: Config, callbacks: List = None): Returns: List[str]: The optimized list of prompts. """ - task = get_task(config) - llm = get_llm(config.meta_llm, token=config.api_token, model_storage_path=config.model_storage_path) + task = ClassificationTask(config) + if use_token: + llm = get_llm(config.meta_llm, token=config.api_token) + else: + llm = get_llm(config.meta_llm, model_storage_path=config.model_storage_path, seed=config.random_seed) if config.predictor == "MarkerBasedClassificator": predictor = MarkerBasedClassificator(llm, classes=task.classes) elif config.predictor == "FirstOccurenceClassificator": @@ -45,15 +49,10 @@ def run_optimization(config: Config, callbacks: List = None): else: raise ValueError(f"Predictor {config.predictor} not supported.") - if config.init_pop_size: - init_pop = np.random.choice(task.initial_population, size=config.init_pop_size, replace=True) - else: - init_pop = task.initial_population - optimizer = get_optimizer( config, meta_llm=llm, - initial_prompts=init_pop, + initial_prompts=config.intial_prompts, task=task, predictor=predictor, n_eval_samples=config.n_eval_samples, @@ -70,7 +69,7 @@ def run_optimization(config: Config, callbacks: List = None): return prompts -def run_evaluation(config: Config, prompts: List[str]): +def run_evaluation(df: pd.DataFrame, config: Config, prompts: List[str]): """Run the evaluation phase of the experiment. Args: @@ -80,7 +79,7 @@ def run_evaluation(config: Config, prompts: List[str]): Returns: pd.DataFrame: A DataFrame containing the prompts and their scores. """ - task = get_task(config, split="test") + task = ClassificationTask(df, description=config.task_description) llm = get_llm(config.evaluation_llm, token=config.api_token) predictor = FirstOccurrenceClassificator(llm, classes=task.classes) diff --git a/promptolution/llms/api_llm.py b/promptolution/llms/api_llm.py index 91c9942..4c8e6ec 100644 --- a/promptolution/llms/api_llm.py +++ b/promptolution/llms/api_llm.py @@ -2,7 +2,7 @@ import asyncio import time -from logging import INFO, Logger +from logging import Logger from typing import Any, List import nest_asyncio @@ -16,7 +16,6 @@ from promptolution.llms.base_llm import BaseLLM logger = Logger(__name__) -logger.setLevel(INFO) async def invoke_model(prompt, model, semaphore): diff --git a/promptolution/llms/base_llm.py b/promptolution/llms/base_llm.py index dbe26fa..438ccf1 100644 --- a/promptolution/llms/base_llm.py +++ b/promptolution/llms/base_llm.py @@ -99,11 +99,7 @@ class DummyLLM(BaseLLM): complex natural language processing. """ - def __init__(self, *args, **kwargs): - """Initialize the DummyLLM.""" - pass - - def get_response(self, prompts: str) -> str: + def _get_response(self, prompts: str) -> str: """Generate random responses for the given prompts. This method creates silly, random responses enclosed in tags. @@ -119,13 +115,13 @@ def get_response(self, prompts: str) -> str: if isinstance(prompts, str): prompts = [prompts] results = [] - for _ in prompts: + for p in prompts: r = np.random.rand() if r < 0.3: - results += [f"Joooo wazzuppp hier gehts los {r} "] - if 0.3 <= r < 0.6: - results += [f"was das hier? peter lustig{r}"] + results += [f"Joooo wazzuppp hier gehts los {r} {p}"] + elif 0.3 <= r < 0.6: + results += [f"was das hier? peter lustig{r} {p}"] else: - results += [f"hier ist ein test{r}"] + results += [f"hier ist ein test{r} {p}"] return results diff --git a/promptolution/llms/vllm.py b/promptolution/llms/vllm.py index f558458..e3706c5 100644 --- a/promptolution/llms/vllm.py +++ b/promptolution/llms/vllm.py @@ -1,24 +1,20 @@ """Module for running language models locally using the vLLM library.""" -from logging import INFO, Logger +from logging import Logger from typing import List +from promptolution.llms.base_llm import BaseLLM + +logger = Logger(__name__) + try: import torch from transformers import AutoTokenizer from vllm import LLM, SamplingParams except ImportError as e: - import logging - - logger = logging.getLogger(__name__) logger.warning(f"Could not import vllm, torch or transformers in vllm.py: {e}") -from promptolution.llms.base_llm import BaseLLM - -logger = Logger(__name__) -logger.setLevel(INFO) - class VLLM(BaseLLM): """A class for running language models using the vLLM library. @@ -44,12 +40,12 @@ def __init__( temperature: float = 0.1, top_p: float = 0.9, model_storage_path: str | None = None, - token: str | None = None, dtype: str = "auto", tensor_parallel_size: int = 1, gpu_memory_utilization: float = 0.95, max_model_len: int = 2048, trust_remote_code: bool = False, + seed: int = 42, **kwargs, ): """Initialize the VLLM with a specific model. @@ -61,12 +57,12 @@ def __init__( temperature (float, optional): Sampling temperature. Defaults to 0.1. top_p (float, optional): Top-p sampling parameter. Defaults to 0.9. model_storage_path (str, optional): Directory to store the model. Defaults to None. - token: (str, optional): Token for accessing the model - not used in implementation yet. dtype (str, optional): Data type for model weights. Defaults to "float16". tensor_parallel_size (int, optional): Number of GPUs for tensor parallelism. Defaults to 1. gpu_memory_utilization (float, optional): Fraction of GPU memory to use. Defaults to 0.95. max_model_len (int, optional): Maximum sequence length for the model. Defaults to 2048. trust_remote_code (bool, optional): Whether to trust remote code. Defaults to False. + seed (int, optional): Random seed for the model. Defaults to 42. **kwargs: Additional keyword arguments to pass to the LLM class initialization. Note: @@ -81,7 +77,9 @@ def __init__( self.trust_remote_code = trust_remote_code # Configure sampling parameters - self.sampling_params = SamplingParams(temperature=temperature, top_p=top_p, max_tokens=max_generated_tokens) + self.sampling_params = SamplingParams( + temperature=temperature, top_p=top_p, max_tokens=max_generated_tokens, seed=seed + ) # Initialize the vLLM engine with both explicit parameters and any additional kwargs llm_params = { @@ -93,6 +91,7 @@ def __init__( "max_model_len": self.max_model_len, "download_dir": model_storage_path, "trust_remote_code": self.trust_remote_code, + "seed": seed, **kwargs, } @@ -136,11 +135,6 @@ def _get_response(self, inputs: list[str]): for input in inputs ] - # Count input tokens - for prompt in prompts: - input_tokens = self.tokenizer.encode(prompt) - self.input_token_count += len(input_tokens) - # generate responses for self.batch_size prompts at the same time all_responses = [] for i in range(0, len(prompts), self.batch_size): diff --git a/promptolution/optimizers/base_optimizer.py b/promptolution/optimizers/base_optimizer.py index bfb828a..20bbc6f 100644 --- a/promptolution/optimizers/base_optimizer.py +++ b/promptolution/optimizers/base_optimizer.py @@ -4,6 +4,7 @@ from abc import ABC, abstractmethod from typing import Callable, List +from promptolution.predictors.base_predictor import BasePredictor from promptolution.tasks.base_task import BaseTask @@ -32,15 +33,15 @@ def __init__( initial_prompts: list[str], task: BaseTask, callbacks: list[Callable] = [], - predictor=None, - n_eval_samples=20, + predictor: BasePredictor = None, + verbosity: int = 0, ): """Initialize the BaseOptimizer.""" self.prompts = initial_prompts self.task = task self.callbacks = callbacks self.predictor = predictor - self.n_eval_samples = n_eval_samples + self.verbosity = verbosity @abstractmethod def optimize(self, n_steps: int) -> List[str]: diff --git a/promptolution/optimizers/evoprompt_de.py b/promptolution/optimizers/evoprompt_de.py index f44556e..b3f58ee 100644 --- a/promptolution/optimizers/evoprompt_de.py +++ b/promptolution/optimizers/evoprompt_de.py @@ -30,9 +30,17 @@ class EvoPromptDE(BaseOptimizer): **args: Additional arguments passed to the BaseOptimizer. """ - def __init__(self, prompt_template: str = None, meta_llm: BaseLLM = None, donor_random: bool = False, **args): + def __init__( + self, + prompt_template: str = None, + meta_llm: BaseLLM = None, + donor_random: bool = False, + n_eval_samples: int = 20, + **args + ): """Initialize the EvoPromptDE optimizer.""" self.prompt_template = prompt_template + self.n_eval_samples = n_eval_samples self.donor_random = donor_random assert meta_llm is not None, "A meta language model must be provided." self.meta_llm = meta_llm diff --git a/promptolution/optimizers/evoprompt_ga.py b/promptolution/optimizers/evoprompt_ga.py index f6efcb8..204e2e5 100644 --- a/promptolution/optimizers/evoprompt_ga.py +++ b/promptolution/optimizers/evoprompt_ga.py @@ -1,5 +1,6 @@ """Module for EvoPromptGA optimizer.""" +from logging import Logger from typing import List import numpy as np @@ -7,6 +8,8 @@ from promptolution.llms.base_llm import BaseLLM from promptolution.optimizers.base_optimizer import BaseOptimizer +logger = Logger(__name__) + class EvoPromptGA(BaseOptimizer): """EvoPromptGA: Genetic Algorithm-based Prompt Optimizer. @@ -33,9 +36,17 @@ class EvoPromptGA(BaseOptimizer): AssertionError: If an invalid selection mode is provided. """ - def __init__(self, prompt_template: str = None, meta_llm: BaseLLM = None, selection_mode: str = "wheel", **args): + def __init__( + self, + prompt_template: str = None, + meta_llm: BaseLLM = None, + selection_mode: str = "wheel", + n_eval_samples: int = 20, + **args, + ): """Initialize the EvoPromptGA optimizer.""" self.prompt_template = prompt_template + self.n_eval_samples = n_eval_samples assert meta_llm is not None, "Meta_llm is required" self.meta_llm = meta_llm assert selection_mode in ["random", "wheel", "tour"], "Invalid selection mode." @@ -56,9 +67,17 @@ def optimize(self, n_steps: int) -> List[str]: List[str]: The optimized list of prompts after all steps. """ # get scores from task - self.scores = self.task.evaluate( - self.prompts, self.predictor, subsample=True, n_samples=self.n_eval_samples - ).tolist() + if self.verbosity > 1: + self.scores, seq = self.task.evaluate( + self.prompts, self.predictor, subsample=True, n_samples=self.n_eval_samples, return_seq=True + ) + self.scores = self.scores.tolist() + logger.warning(f"Initial scores: {self.scores}") + logger.warning(f"Initial sequences: {seq}") + else: + self.scores = self.task.evaluate( + self.prompts, self.predictor, subsample=True, n_samples=self.n_eval_samples + ).tolist() # sort prompts by score self.prompts = [prompt for _, prompt in sorted(zip(self.scores, self.prompts), reverse=True)] self.scores = sorted(self.scores, reverse=True) @@ -66,12 +85,25 @@ def optimize(self, n_steps: int) -> List[str]: for _ in range(n_steps): new_prompts = self._crossover(self.prompts, self.scores) prompts = self.prompts + new_prompts - scores = ( - self.scores - + self.task.evaluate( + + if self.verbosity > 1: + logger.warning(f"Prompts: {prompts}") + + # evaluate new prompts + if self.verbosity > 1: + new_scores, seq = self.task.evaluate( + prompts, self.predictor, subsample=True, n_samples=self.n_eval_samples, return_seq=True + ) + new_scores = new_scores.tolist() + logger.warning(f"Scores: {new_scores}") + logger.warning(f"Sequences: {seq}") + + else: + new_scores = self.task.evaluate( new_prompts, self.predictor, subsample=True, n_samples=self.n_eval_samples ).tolist() - ) + + scores = self.scores + new_scores # sort scores and prompts self.prompts = [prompt for _, prompt in sorted(zip(scores, prompts), reverse=True)][: len(self.prompts)] @@ -81,6 +113,7 @@ def optimize(self, n_steps: int) -> List[str]: if not continue_optimization: break + self._on_train_end() return self.prompts def _crossover(self, prompts, scores) -> str: @@ -126,6 +159,11 @@ def _crossover(self, prompts, scores) -> str: meta_prompts.append(meta_prompt) child_prompts = self.meta_llm.get_response(meta_prompts) + if self.verbosity > 1: + logger.warning("meta_prompts:") + logger.warning(meta_prompts) + logger.warning("child_prompts:") + logger.warning(child_prompts) child_prompts = [prompt.split("")[-1].split("")[0].strip() for prompt in child_prompts] return child_prompts diff --git a/promptolution/predictors/base_predictor.py b/promptolution/predictors/base_predictor.py index eea7f74..2674a17 100644 --- a/promptolution/predictors/base_predictor.py +++ b/promptolution/predictors/base_predictor.py @@ -49,10 +49,21 @@ def predict(self, prompts: List[str], xs: np.ndarray, return_seq: bool = False) prompts = [prompts] outputs = self.llm.get_response([prompt + "\n" + x for prompt in prompts for x in xs]) - preds = self._extract_preds(outputs, (len(prompts), len(xs))) + preds = self._extract_preds(outputs) + + shape = (len(prompts), len(xs)) + outputs = np.array(outputs).reshape(shape) + preds = preds.reshape(shape) + xs = np.array(xs) if return_seq: - return preds, [i + "\n" + o for i, o in zip(xs, outputs)] + seqs = [] + for output in outputs: + seqs.append([f"{x}\n{out}" for x, out in zip(xs, output)]) + + seqs = np.array(seqs) + + return preds, seqs return preds diff --git a/promptolution/predictors/classificator.py b/promptolution/predictors/classificator.py index 89eb5d4..86999ed 100644 --- a/promptolution/predictors/classificator.py +++ b/promptolution/predictors/classificator.py @@ -32,31 +32,32 @@ def __init__(self, llm, classes, *args, **kwargs): classes (List[str]): The list of valid class labels. """ super().__init__(llm) + assert all([c.islower() for c in classes]), "Class labels should be lowercase." self.classes = classes + self.extraction_description = ( f"The task is to classify the texts into one of those classes: {', '.join(classes)}." "The first occurrence of a valid class label in the prediction is used as the predicted class." ) - def _extract_preds(self, preds: List[str], shape: Tuple[int, int]) -> np.ndarray: + def _extract_preds(self, preds: List[str]) -> np.ndarray: """Extract class labels from the predictions, based on the list of valid class labels. Args: preds: The raw predictions from the language model. - shape: The shape of the output array: (n_prompts, n_samples). """ response = [] for pred in preds: predicted_class = self.classes[0] # use first class as default pred for word in pred.split(): - word = "".join([c for c in word if c.isalnum()]) + word = "".join([c for c in word if c.isalnum()]).lower() if word in self.classes: predicted_class = word break response.append(predicted_class) - response = np.array(response).reshape(*shape) + response = np.array(response) return response @@ -75,37 +76,44 @@ class MarkerBasedClassificator(BasePredictor): BasePredictor: The base class for predictors in the promptolution library. """ - def __init__(self, llm, classes, marker="", *args, **kwargs): + def __init__(self, llm, classes=None, begin_marker="", end_marker="", *args, **kwargs): """Initialize the Classificator. Args: llm: The language model to use for predictions. - classes (List[str]): The list of valid class labels. - marker (str): The marker to use for extracting the class label. + classes (List[str]): The list of valid class labels. If None, does not force any class. + begin_marker (str): The marker to use for extracting the class label. + end_marker (str): The marker to use for extracting the class label. *args, **kwargs: Additional arguments for the BasePredictor. """ super().__init__(llm) self.classes = classes - self.marker = marker - self.extraction_description = ( - f"The task is to classify the texts into one of those classes: {','.join(classes)}." - f"The class label is extracted from the text following the marker: {marker}." - ) + self.begin_marker = begin_marker + self.end_marker = end_marker - def _extract_preds(self, preds: List[str], shape: Tuple[int, int]) -> np.ndarray: + if classes is not None: + assert all([c.islower() for c in classes]), "Class labels should be lowercase." + + self.extraction_description = ( + f"The task is to classify the texts into one of those classes: {','.join(classes)}." + f"The class label is extracted from the text that are between these markers: {begin_marker} and {end_marker}." + ) + else: + self.extraction_description = f"The class label is extracted from the text that are between these markers: {begin_marker} and {end_marker}." + + def _extract_preds(self, preds: List[str]) -> np.ndarray: """Extract class labels from the predictions, by extracting the text following the marker. Args: preds: The raw predictions from the language model. - shape: The shape of the output array: (n_prompts, n_samples). """ response = [] for pred in preds: - predicted_class = pred.split(self.marker)[-1].strip() - if predicted_class not in self.classes: - predicted_class = self.classes[0] + pred = pred.split(self.begin_marker)[-1].split(self.end_marker)[0].strip().lower() + if self.classes is not None and pred not in self.classes: + pred = self.classes[0] - response.append(predicted_class) + response.append(pred) - response = np.array(response).reshape(*shape) + response = np.array(response) return response diff --git a/promptolution/tasks/__init__.py b/promptolution/tasks/__init__.py index 9c0f7b4..73f38da 100644 --- a/promptolution/tasks/__init__.py +++ b/promptolution/tasks/__init__.py @@ -1,54 +1,3 @@ """Module for task-related functions and classes.""" -import json -from pathlib import Path -from typing import List, Literal - from promptolution.tasks.base_task import BaseTask, DummyTask from promptolution.tasks.classification_tasks import ClassificationTask - - -def get_task( - config=None, - split: Literal["dev", "test"] = "dev", - ds_path: str = None, - task_name: str = None, - random_seed: int = None, -) -> BaseTask: - """Create and return an task instance. - - This function supports creating multiple tasks, including a special 'dummy' task - for testing purposes and classification tasks based on parsed config, or alternativly - the parsed arguments. - - Args: - config (Config): Configuration object containing the task details. - split (str): Split of the dataset to use for the task (default: 'dev'). - ds_path (str): Path to the dataset containing the task description. - task_name (str): Name of the task to create. - random_seed (int): Random seed for the task. - - Returns: - BaseTask: A list of instantiated task objects. - - Raises: - FileNotFoundError: If the task description file is not found. - json.JSONDecodeError: If the task description file is not valid JSON. - - Notes: - - The 'dummy' task is a special case that creates a DummyTask instance. - - For all other tasks, a ClassificationTask instance is created. - - The task description is loaded from a 'description.json' file in the dataset path. - """ - if ds_path is None: - ds_path = config.ds_path - if task_name is None: - task_name = config.task_name - if random_seed is None: - random_seed = config.random_seed - if task_name == "dummy": - task = DummyTask() - return task - task_description_path = Path(ds_path) - task = ClassificationTask(task_description_path, task_name, split=split, seed=random_seed) - - return task diff --git a/promptolution/tasks/base_task.py b/promptolution/tasks/base_task.py index c88f412..1dc1583 100644 --- a/promptolution/tasks/base_task.py +++ b/promptolution/tasks/base_task.py @@ -43,8 +43,6 @@ class DummyTask(BaseTask): This task generates random evaluation scores for given prompts. Attributes: - task_id (str): Identifier for the task, set to "dummy". - dataset_json (None): Placeholder for dataset information. initial_population (List[str]): List of initial prompts. description (str): Description of the dummy task. xs (np.ndarray): Array of dummy input data. @@ -54,8 +52,6 @@ class DummyTask(BaseTask): def __init__(self): """Initialize the DummyTask.""" - self.task_id = "dummy" - self.dataset_json = None self.initial_population = ["Some", "initial", "prompts", "that", "will", "do", "the", "trick"] self.description = "This is a dummy task for testing purposes." self.xs = np.array(["This is a test", "This is another test", "This is a third test"]) diff --git a/promptolution/tasks/classification_tasks.py b/promptolution/tasks/classification_tasks.py index 78f5c99..82823d3 100644 --- a/promptolution/tasks/classification_tasks.py +++ b/promptolution/tasks/classification_tasks.py @@ -1,8 +1,6 @@ """Module for classification tasks.""" -import json -from pathlib import Path -from typing import Callable, Dict, List, Literal, Optional +from typing import Callable, List import numpy as np import pandas as pd @@ -19,18 +17,12 @@ class ClassificationTask(BaseTask): as well as the evaluation of predictors on these datasets. Attributes: - task_id (str): Unique identifier for the task. - path (Path): Path to the dataset description JSON file, and initial prompts. - path (Path): Path to the dataset description JSON file, and initial prompts. - dataset_json (Dict): Dictionary containing dataset information. - description (Optional[str]): Description of the task. - initial_population (Optional[List[str]]): Initial set of prompts. - xs (Optional[np.ndarray]): Input data for the task. - ys (Optional[np.ndarray]): Ground truth labels for the task. - classes (Optional[List]): List of possible class labels. - seed (int): Random seed for reproducibility. - split (Literal["dev", "test"]): Dataset split to use. - metric (Callable): Metric to use as an evaluation score for the prompts. + description (str): Description of the task. + classes (List[str]): List of possible class labels. + xs (np.ndarray): Array of input data. + ys (np.ndarray): Array of labels. + initial_prompts (List[str]): Initial set of prompts to start optimization with. + metric (Callable): Metric to use for evaluation. Inherits from: BaseTask: The base class for tasks in the promptolution library. @@ -38,124 +30,34 @@ class ClassificationTask(BaseTask): def __init__( self, - dataset_path: Path, - task_id: str = "Classification Task", - seed: int = 42, - split: Literal["dev", "test"] = "dev", - metric: Callable = accuracy_score, - ): - """Initialize the ClassificationTask. - - Args: - task_id (str): Unique identifier for the task. - dataset_path (str): Path to the dataset description JSON file. - seed (int, optional): Random seed for reproducibility. Defaults to 42. - split (Literal["dev", "test"], optional): Dataset split to use. Defaults to "dev". - metric (Callable): Metric to use as an evaluation score for the prompts. Defaults to sklearn's accuracy. - """ - self.task_id: str = task_id - self.path: Path = dataset_path - self.dataset_json: Dict = json.loads((dataset_path / Path("description.json")).read_text()) - self.description: Optional[str] = None - self.initial_population: Optional[List[str]] = None - self.xs: Optional[np.ndarray] = np.array([]) - self.ys: Optional[np.ndarray] = None - self.classes: Optional[List] = None - self.split: Literal["dev", "test"] = split - self.metric = metric - self._parse_task() - self.reset_seed(seed) - - @classmethod - def from_dataframe( - cls, df: pd.DataFrame, description: str, + initial_prompts: List[str] = None, x_column: str = "x", y_column: str = "y", - task_id: str = "Classification Task", - initial_prompts: List[str] = None, - seed: int = 42, - split: Literal["dev", "test"] = "dev", metric: Callable = accuracy_score, - ) -> "ClassificationTask": - """Create a ClassificationTask instance from a pandas DataFrame. + ): + """Initialize the ClassificationTask from a pandas DataFrame. Args: df (pd.DataFrame): Input DataFrame containing the data - x_column (str): Name of the column containing input texts - y_column (str): Name of the column containing labels - task_id (str): Unique identifier for the task - description (str, optional): Description of the task - initial_prompts (List[str], optional): Initial set of prompts - seed (int): Random seed for reproducibility - split (Literal["dev", "test"]): Dataset split to use - metric (Callable): Metric to use for evaluation - - Returns: - ClassificationTask: A new instance initialized with the DataFrame data - """ - instance = cls.__new__(cls) - - # Initialize basic attributes - instance.task_id = task_id - instance.path = None - instance.dataset_json = None - instance.description = description - instance.initial_population = initial_prompts or [] - instance.metric = metric - instance.split = split - - # Sort classes by frequency - value_counts = df[y_column].value_counts() - instance.classes = value_counts.index.tolist() - - # Create a mapping from class labels to integers - label_to_int = {label: i for i, label in enumerate(instance.classes)} - - # Set data attributes - instance.xs = df[x_column].values - instance.ys = df[y_column].map(label_to_int).values # Convert labels to integers - - # Set seed - instance.reset_seed(seed) - - return instance - - def __str__(self): - """Convert task to string representation, returning the task id.""" - return self.task_id - - def _parse_task(self): - """Parse the task data from the provided dataset JSON. - - This method loads the task description, classes, initial prompts, - and the dataset split (dev or test) into the class attributes. + description (str): Description of the task + initial_prompts (List[str], optional): Initial set of prompts to start optimization with. Defaults to None. + x_column (str, optional): Name of the column containing input texts. Defaults to "x". + y_column (str, optional): Name of the column containing labels. Defaults to "y". + seed (int, optional): Random seed for reproducibility. Defaults to 42. + metric (Callable, optional): Metric to use for evaluation. Defaults to accuracy_score. """ - self.description = self.dataset_json["description"] - self.classes = self.dataset_json["classes"] - - with open(self.path / Path(self.dataset_json["init_prompts"]), "r", encoding="utf-8") as file: - lines = file.readlines() - self.initial_population = [line.strip() for line in lines] - - seed = Path(self.dataset_json["seed"]) - split = Path(self.split + ".txt") - - with open(self.path / seed / split, "r", encoding="utf-8") as file: - lines = file.readlines() - lines = [line.strip() for line in lines] - - xs = [] - ys = [] + super().__init__() + self.description = description + self.initial_prompts = initial_prompts + self.metric = metric - for line in lines: - x, y = line.split("\t") - xs.append(x) - ys.append(self.classes[int(y)]) + df[y_column] = df[y_column].str.lower() + self.classes = df[y_column].unique() - self.xs = np.array(xs) - self.ys = np.array(ys) + self.xs = df[x_column].values + self.ys = df[y_column].values def evaluate( self, @@ -204,9 +106,3 @@ def evaluate( return scores, seqs return scores - - def reset_seed(self, seed: int = None): - """Reset the random seed.""" - if seed is not None: - self.seed = seed - np.random.seed(self.seed) diff --git a/promptolution/utils/prompt_creation.py b/promptolution/utils/prompt_creation.py index 08e88dd..85a613e 100644 --- a/promptolution/utils/prompt_creation.py +++ b/promptolution/utils/prompt_creation.py @@ -42,6 +42,7 @@ def create_prompts_from_samples( n_samples: int = 3, task_description: str = None, n_prompts: int = 1, + get_uniform_labels: bool = False, ) -> List[str]: """Generate a set of prompts from dataset examples sampled from a given task. @@ -59,13 +60,23 @@ def create_prompts_from_samples( n_samples (int): The number of samples to use for generating prompts. task_description (str): The description of the task to include in the prompt. n_prompts (int): The number of prompts to generate. + get_uniform_labels (bool): If True, samples are selected such that all classes are represented. Returns: List[str]: A list of generated prompts. """ + if meta_prompt is None and task_description is None: + meta_prompt_template = PROMPT_CREATION_TEMPLATE + elif meta_prompt is None and task_description is not None: + meta_prompt_template = PROMPT_CREATION_TEMPLATE_TD.replace("", task_description) + elif meta_prompt is not None and task_description is None: + meta_prompt_template = meta_prompt + elif meta_prompt is not None and task_description is not None: + meta_prompt_template = meta_prompt.replace("", task_description) + meta_prompts = [] for _ in range(n_prompts): - if isinstance(task, ClassificationTask): + if isinstance(task, ClassificationTask) and get_uniform_labels: # if classification task sample such that all classes are represented unique_labels, counts = np.unique(task.ys, return_counts=True) proportions = counts / len(task.ys) @@ -87,13 +98,10 @@ def create_prompts_from_samples( xs = task.xs[indices].tolist() ys = task.ys[indices].tolist() - if meta_prompt is None: - meta_prompt = PROMPT_CREATION_TEMPLATE - if task_description is None: - meta_prompt = PROMPT_CREATION_TEMPLATE_TD.replace("", task_description) examples = "\n\n".join([f"Input: {x}\nOutput: {y}" for x, y in zip(xs, ys)]) - meta_prompt = meta_prompt.replace("", examples) + meta_prompt = meta_prompt_template.replace("", examples) meta_prompts.append(meta_prompt) + prompts = llm.get_response(meta_prompts) prompts = [prompt.split("")[0].split("")[-1].strip() for prompt in prompts] diff --git a/pyproject.toml b/pyproject.toml index bd5b6ad..cc2d2e5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "promptolution" -version = "1.3.0" +version = "1.3.1" description = "" authors = ["Tom Zehle, Moritz Schlager, Timo Heiß"] readme = "README.md" @@ -16,6 +16,7 @@ pandas = "^2.2.2" tqdm = "^4.66.5" scikit-learn = "^1.5.2" vllm = "^0.7.3" +datasets = "^3.3.2" [tool.poetry.group.dev.dependencies] matplotlib = "^3.9.2" diff --git a/scripts/evoprompt_ga_test.py b/scripts/evoprompt_ga_test.py new file mode 100644 index 0000000..0d13e40 --- /dev/null +++ b/scripts/evoprompt_ga_test.py @@ -0,0 +1,104 @@ +"""Test run for the Opro optimizer.""" + +import argparse +import random +from logging import Logger + +from promptolution.callbacks import LoggerCallback, CSVCallback, TokenCountCallback +from promptolution.templates import EVOPROMPT_GA_TEMPLATE +from promptolution.helpers import get_llm +from promptolution.tasks import ClassificationTask +from promptolution.predictors import MarkerBasedClassificator +from promptolution.optimizers import EvoPromptGA +from datasets import load_dataset + +from promptolution.config import Config + +logger = Logger(__name__) + +"""Run a test run for any of the implemented optimizers.""" +parser = argparse.ArgumentParser() +parser.add_argument("--model") +parser.add_argument("--model-storage-path", default="../models/") +parser.add_argument("--output-dir", default="results/evoprompt_ga_test/") +parser.add_argument("--max-model-len", type=int, default=1024) +parser.add_argument("--n-steps", type=int, default=2) +parser.add_argument("--n-eval-samples", type=int, default=20) +parser.add_argument("--token", default=None) +parser.add_argument("--seed", type=int, default=187) +args = parser.parse_args() + +callbacks = [ + LoggerCallback(logger), + CSVCallback(args.output_dir), + TokenCountCallback(100000, "input_tokens"), +] + +df = load_dataset("SetFit/ag_news", split="train", revision="main").to_pandas().sample(300, random_state=args.seed) + +df["input"] = df["text"] +df["target"] = df["label_text"] + +task = ClassificationTask( + df, + description="The dataset contains news articles categorized into four classes: World, Sports, Business, and Tech. The task is to classify each news article into one of the four categories.", + x_column="input", + y_column="target", +) + +initial_prompts = [ + "Classify this news article as World, Sports, Business, or Tech. Provide your answer between and tags.", + "Read the following news article and determine which category it belongs to: World, Sports, Business, or Tech. Your classification must be placed between markers.", + "What is the primary category of this news piece? Choose from World, Sports, Business, or Tech. Place your selected category between .", + "Analyze this news article and categorize it as either World, Sports, Business, or Tech. Format your answer within tags.", + "Your task is to identify whether this news article belongs to World, Sports, Business, or Tech news. Provide your classification between the markers .", + "Please review the following news content and classify it into one of these categories: World, Sports, Business, or Tech. Your answer must be formatted with tags.", + "Based on the content, determine if this news article falls under World, Sports, Business, or Tech category. Return only your classification within .", + "Examine this news article and identify its primary category (World, Sports, Business, or Tech). Your final classification should be enclosed between markers.", + "In this task, you must categorize a news article into one of four classes: World, Sports, Business, or Tech. Remember to place your answer between tags for proper evaluation.", + "Read the provided news excerpt carefully and assign it to either World, Sports, Business, or Tech category. Ensure your answer appears between tags.", + "Considering the main subject matter, classify this news article as World, Sports, Business, or Tech. Format your response with .", + "Determine the appropriate category for this news article from the following options: World, Sports, Business, or Tech. Your selected category must be placed within markers.", + "After analyzing the given news article, assign it to the most suitable category: World, Sports, Business, or Tech. Your classification should be enclosed in tags.", + "Your objective is to classify the news article into one of the following categories: World, Sports, Business, or Tech based on its primary focus. Submit your answer between tags.", + "Which category best describes this news article: World, Sports, Business, or Tech? Provide your answer inside markers.", + "As a content classifier, determine if the following news article belongs to World, Sports, Business, or Tech news. Place your answer within tags.", + "Evaluate the following news article and indicate whether it primarily concerns World, Sports, Business, or Tech topics. Your classification must appear between .", + "Given a news article, your task is to determine its primary category from World, Sports, Business, or Tech. The final classification must be provided between tags.", + "Conduct a thorough analysis of the provided news article and classify it as belonging to one of these four categories: World, Sports, Business, or Tech. Your answer should be presented within markers.", + "Simply indicate whether this news article is about World, Sports, Business, or Tech. Include your answer between tags.", +] + +# randomly sample 5 initial prompts +initial_prompts = random.sample(initial_prompts, 5) + +if "vllm" in args.model: + llm = get_llm( + args.model, + batch_size=None, + max_model_len=args.max_model_len, + model_storage_path=args.model_storage_path, + revision="main", + ) +else: + llm = get_llm(args.model, args.token) + +downstream_llm = llm +meta_llm = llm + +predictor = MarkerBasedClassificator(downstream_llm, classes=task.classes) + +optimizer = EvoPromptGA( + task=task, + prompt_template=EVOPROMPT_GA_TEMPLATE, + predictor=predictor, + meta_llm=meta_llm, + initial_prompts=initial_prompts, + callbacks=callbacks, + n_eval_samples=args.n_eval_samples, + verbosity=2, # for debugging +) + +best_prompts = optimizer.optimize(n_steps=args.n_steps) + +logger.info(f"Optimized prompts: {best_prompts}") diff --git a/scripts/evoprompt_ga_test_gsm8k.py b/scripts/evoprompt_ga_test_gsm8k.py new file mode 100644 index 0000000..123db3d --- /dev/null +++ b/scripts/evoprompt_ga_test_gsm8k.py @@ -0,0 +1,104 @@ +"""Test run for the Opro optimizer.""" + +import argparse +import random +from logging import Logger + +from promptolution.callbacks import LoggerCallback, CSVCallback, TokenCountCallback +from promptolution.templates import EVOPROMPT_GA_TEMPLATE +from promptolution.helpers import get_llm +from promptolution.tasks import ClassificationTask +from promptolution.predictors import MarkerBasedClassificator +from promptolution.optimizers import EvoPromptGA +from datasets import load_dataset + +from promptolution.config import Config + +logger = Logger(__name__) + +"""Run a test run for any of the implemented optimizers.""" +parser = argparse.ArgumentParser() +parser.add_argument("--model") +parser.add_argument("--model-storage-path", default="../models/") +parser.add_argument("--output-dir", default="results/evoprompt_ga_test/") +parser.add_argument("--max-model-len", type=int, default=1024) +parser.add_argument("--n-steps", type=int, default=2) +parser.add_argument("--n-eval-samples", type=int, default=20) +parser.add_argument("--token", default=None) +parser.add_argument("--seed", type=int, default=187) +args = parser.parse_args() + +callbacks = [ + LoggerCallback(logger), + CSVCallback(args.output_dir), + TokenCountCallback(100000, "input_tokens"), +] + +df = load_dataset("openai/gsm8k", name="main", split="train", revision="main").to_pandas().sample(300, random_state=args.seed) + +df["input"] = df["question"] +df["target"] = df["answer"].str.extract(r"#### (.*)") + +task = ClassificationTask( + df, + description="The dataset consists of elementary school math word problems that require multi-step reasoning to solve. The task is to solve each word problem and provide the final answer.", + x_column="input", + y_column="target", +) + +initial_prompts = [ + "Solve this math problem and put your answer between and tags.", + "Read the following grade school word problem carefully. Show your reasoning and provide the final answer within tags.", + "What's the answer? Remember to format it as your answer.", + "I need help with this math problem. Please solve it step-by-step and clearly mark your final answer using .", + "These word problems require multi-step reasoning. Work through the problem methodically, then place your numerical answer between markers.", + "Solve the problem. Answer format: answer", + "You are a math tutor helping elementary students with word problems. Explain your reasoning clearly, then provide your answer in the format answer.", + "Examine this multi-step math problem. Calculate the solution and ensure you format your final answer within tags as instructed.", + "Find the solution to this word problem using logical reasoning. Your final response must be formatted as your calculated result.", + "Basic arithmetic word problem below. Solve it and clearly indicate your answer between and markers for easy evaluation.", + "Could you please solve this math word problem? I need the final answer wrapped in tags.", + "Analyze and solve the following elementary school math word problem that requires multiple steps of reasoning. Your answer should be provided in this exact format: your numerical answer.", + "Math problem. Solve. Put answer in .", + "Below is a grade school mathematics word problem that may require multiple steps to solve. Please work through it carefully and make sure to format your final numerical answer as answer.", + "Kindly solve this word problem by applying appropriate mathematical operations. Remember that your final answer must be enclosed within tags for proper evaluation.", + "This dataset contains elementary math word problems. Read carefully, solve step by step, and format your answer between tags.", + "I'm practicing math word problems that require multi-step reasoning. Help me solve this one and put the answer in answer format.", + "Solve the following arithmetic word problem. The answer should be a number placed between and tags. No explanations needed - just the formatted answer.", + "You're given a mathematical word problem from elementary school. Your task is to solve it using logical reasoning and mathematical operations. Present your final answer using this format: your answer.", + "Word problem ahead! Use your math skills to find the answer, then format it exactly like this: your numerical solution.", +] + +# randomly sample 5 initial prompts +initial_prompts = random.sample(initial_prompts, 5) + +if "vllm" in args.model: + llm = get_llm( + args.model, + batch_size=None, + max_model_len=args.max_model_len, + model_storage_path=args.model_storage_path, + revision="main", + ) +else: + llm = get_llm(args.model, args.token) + +downstream_llm = llm +meta_llm = llm + +predictor = MarkerBasedClassificator(downstream_llm, classes=None) + +optimizer = EvoPromptGA( + task=task, + prompt_template=EVOPROMPT_GA_TEMPLATE, + predictor=predictor, + meta_llm=meta_llm, + initial_prompts=initial_prompts, + callbacks=callbacks, + n_eval_samples=args.n_eval_samples, + verbosity=2, # for debugging +) + +best_prompts = optimizer.optimize(n_steps=args.n_steps) + +logger.info(f"Optimized prompts: {best_prompts}") diff --git a/scripts/optimizer_test_run.py b/scripts/optimizer_test_run.py index d60efb9..802208e 100644 --- a/scripts/optimizer_test_run.py +++ b/scripts/optimizer_test_run.py @@ -16,6 +16,7 @@ parser.add_argument("--optimizer", default="evopromptde") parser.add_argument("--n-steps", type=int, default=10) parser.add_argument("--token", default=None) +parser.add_argument("--seed", type=int, default=187) args = parser.parse_args() config = Config( @@ -29,8 +30,12 @@ evaluation_llm=args.model, api_token=args.token, model_storage_path=args.model_storage_path, + random_seed=args.seed, ) -prompts = run_optimization(config, callbacks=[LoggerCallback(logger), CSVCallback(f"results/{args.model}/")]) +if args.token is None: + prompts = run_optimization(config, callbacks=[LoggerCallback(logger), CSVCallback(f"results/seedingtest/{args.model}/")]) +else: + prompts = run_optimization(config, callbacks=[LoggerCallback(logger), CSVCallback(f"results/seedingtest/{args.model}/")], use_token=True) logger.info(f"Optimized prompts: {prompts}") diff --git a/scripts/prompt_creation_run.py b/scripts/prompt_creation_run.py deleted file mode 100644 index f7d54c3..0000000 --- a/scripts/prompt_creation_run.py +++ /dev/null @@ -1,43 +0,0 @@ -"""Script to run prompt creation and evaluation.""" - -from configparser import ConfigParser -from logging import Logger - -from promptolution.llms import get_llm -from promptolution.predictors import get_predictor -from promptolution.tasks import get_task -from promptolution.utils.prompt_creation import create_prompt_variation, create_prompts_from_samples - -logger = Logger(__name__) - - -def main(): - """Main function to run the experiment.""" - config = ConfigParser() - config.task_name = "agnews" - config.ds_path = "data_sets/agnews" - config.random_seed = 42 - - llm = get_llm("meta-llama/Meta-Llama-3-8B-Instruct") - task = get_task(config, split="dev") - - predictor = get_predictor(llm, classes=task.classes) - - init_prompts = create_prompts_from_samples(task, llm) - logger.critical(f"Initial prompts: {init_prompts}") - - # evaluate on task - scores = task.evaluate(init_prompts, predictor) - logger.critical(f"Initial scores {scores.mean()} +/- {scores.std()}") - - varied_prompts = create_prompt_variation(init_prompts, llm)[0] - - logger.critical(f"Varied prompts: {varied_prompts}") - - # evaluate on task - scores = task.evaluate(varied_prompts, predictor) - logger.critical(f"Varied scores {scores.mean()} +/- {scores.std()}") - - -if __name__ == "__main__": - main() From ddeffcd4db61b1bad8d34509cf63e21de0b6057b Mon Sep 17 00:00:00 2001 From: finitearth Date: Tue, 18 Mar 2025 10:24:06 +0100 Subject: [PATCH 2/9] add generation prompt to vllm input --- promptolution/llms/vllm.py | 1 + 1 file changed, 1 insertion(+) diff --git a/promptolution/llms/vllm.py b/promptolution/llms/vllm.py index e3706c5..76e19fe 100644 --- a/promptolution/llms/vllm.py +++ b/promptolution/llms/vllm.py @@ -131,6 +131,7 @@ def _get_response(self, inputs: list[str]): {"role": "user", "content": input}, ], tokenize=False, + add_generation_prompt=True, ) for input in inputs ] From 53ddf793fb2eea5178e5c75066908b807c5915bc Mon Sep 17 00:00:00 2001 From: finitearth Date: Tue, 18 Mar 2025 11:02:26 +0100 Subject: [PATCH 3/9] allow for parquet as fileoutput callback --- promptolution/callbacks.py | 78 +++++++++++++++----------------------- 1 file changed, 30 insertions(+), 48 deletions(-) diff --git a/promptolution/callbacks.py b/promptolution/callbacks.py index cfcca6a..27f104d 100644 --- a/promptolution/callbacks.py +++ b/promptolution/callbacks.py @@ -88,32 +88,37 @@ def on_train_end(self, optimizer, logs=None): return True -class CSVCallback(Callback): - """Callback for saving optimization progress to a CSV file. +class FileOutputCallback(Callback): + """Callback for saving optimization progress to a specified file type. - This callback saves prompts and scores at each step to a CSV file. + This callback saves information about each step to a file. Attributes: - dir (str): Directory the CSV file is saved to. + dir (str): Directory the file is saved to. step (int): The current step number. + file_type (str): The type of file to save the output to. """ - def __init__(self, dir): - """Initialize the CSVCallback. + def __init__(self, dir, file_type: Literal["parquet", "csv"] = "parquet"): + """Initialize the FileOutputCallback. Args: dir (str): Directory the CSV file is saved to. + file_type (str): The type of file to save the output to. """ if not os.path.exists(dir): os.makedirs(dir) - self.dir = dir - self.dir = dir + self.file_type = file_type + + if file_type == "parquet": + self.path = dir + "/step_results.parquet" + elif file_type == "csv": + self.path = dir + "/step_results.csv" + else: + raise ValueError(f"File type {file_type} not supported.") + self.step = 0 - self.input_tokens = 0 - self.output_tokens = 0 - self.start_time = datetime.now() - self.step_time = datetime.now() def on_step_end(self, optimizer): """Save prompts and scores to csv. @@ -125,47 +130,24 @@ def on_step_end(self, optimizer): df = pd.DataFrame( { "step": [self.step] * len(optimizer.prompts), - "input_tokens": [optimizer.meta_llm.input_token_count - self.input_tokens] * len(optimizer.prompts), - "output_tokens": [optimizer.meta_llm.output_token_count - self.output_tokens] * len(optimizer.prompts), - "time_elapsed": [(datetime.now() - self.step_time).total_seconds()] * len(optimizer.prompts), + "input_tokens": [optimizer.meta_llm.input_token_count] * len(optimizer.prompts), + "output_tokens": [optimizer.meta_llm.output_token_count] * len(optimizer.prompts), + "time": [datetime.now().total_seconds()] * len(optimizer.prompts), "score": optimizer.scores, "prompt": optimizer.prompts, } ) - self.step_time = datetime.now() - self.input_tokens = optimizer.meta_llm.input_token_count - self.output_tokens = optimizer.meta_llm.output_token_count - if not os.path.exists(self.dir + "step_results.csv"): - df.to_csv(self.dir + "step_results.csv", index=False) - else: - df.to_csv(self.dir + "step_results.csv", mode="a", header=False, index=False) - - return True - - def on_train_end(self, optimizer): - """Called at the end of training. - - Args: - optimizer: The optimizer object that called the callback. - """ - df = pd.DataFrame( - dict( - steps=self.step, - input_tokens=optimizer.meta_llm.input_token_count, - output_tokens=optimizer.meta_llm.output_token_count, - time_elapsed=(datetime.now() - self.start_time).total_seconds(), - time=datetime.now(), - score=np.array(optimizer.scores).mean(), - best_prompts=str(optimizer.prompts), - ), - index=[0], - ) - - if not os.path.exists(self.dir + "train_results.csv"): - df.to_csv(self.dir + "train_results.csv", index=False) - else: - df.to_csv(self.dir + "train_results.csv", mode="a", header=False, index=False) + if self.file_type == "parquet": + if self.step == 1: + df.to_parquet(self.path, index=False) + else: + df.to_parquet(self.path, mode="a", index=False) + elif self.file_type == "csv": + if self.step == 1: + df.to_csv(self.path, index=False) + else: + df.to_csv(self.path, mode="a", header=False, index=False) return True From 764c81deccb00c6f5c25812c3b62540d25fc35e4 Mon Sep 17 00:00:00 2001 From: finitearth Date: Tue, 18 Mar 2025 23:15:46 +0100 Subject: [PATCH 4/9] added sys_prompts --- promptolution/llms/api_llm.py | 10 ++++++---- promptolution/llms/base_llm.py | 16 ++++++++++++---- promptolution/llms/local_llm.py | 8 ++++++-- promptolution/llms/vllm.py | 8 ++++---- promptolution/templates.py | 1 + 5 files changed, 29 insertions(+), 14 deletions(-) diff --git a/promptolution/llms/api_llm.py b/promptolution/llms/api_llm.py index 4c8e6ec..d00bc91 100644 --- a/promptolution/llms/api_llm.py +++ b/promptolution/llms/api_llm.py @@ -10,7 +10,7 @@ import requests from langchain_anthropic import ChatAnthropic from langchain_community.chat_models.deepinfra import ChatDeepInfra, ChatDeepInfraException -from langchain_core.messages import HumanMessage +from langchain_core.messages import HumanMessage, SystemMessage from langchain_openai import ChatOpenAI from promptolution.llms.base_llm import BaseLLM @@ -18,11 +18,12 @@ logger = Logger(__name__) -async def invoke_model(prompt, model, semaphore): +async def invoke_model(prompt, system_prompt, model, semaphore): """Asynchronously invoke a language model with retry logic. Args: prompt (str): The input prompt for the model. + system_prompt (str): The system prompt for the model. model: The language model to invoke. semaphore (asyncio.Semaphore): Semaphore to limit concurrent calls. @@ -39,7 +40,7 @@ async def invoke_model(prompt, model, semaphore): while attempts < max_retries: try: - response = await model.ainvoke([HumanMessage(content=prompt)]) + response = await model.ainvoke([SystemMessage(content=system_prompt), HumanMessage(content=prompt)]) return response.content except ChatDeepInfraException as e: print(f"DeepInfra error: {e}. Attempt {attempts}/{max_retries}. Retrying in {delay} seconds...") @@ -80,13 +81,14 @@ def __init__(self, model_id: str, token: str = None, **kwargs: Any): else: self.model = ChatDeepInfra(model_name=model_id, deepinfra_api_token=token) - def _get_response(self, prompts: List[str]) -> List[str]: + def _get_response(self, prompts: List[str], system_prompts: List[str] = None) -> List[str]: """Get responses for a list of prompts in a synchronous manner. This method includes retry logic for handling connection errors and rate limits. Args: prompts (list[str]): List of input prompts. + system_prompts (list[str]): List of system prompts. If not provided, uses default system_prompts Returns: list[str]: List of model responses. diff --git a/promptolution/llms/base_llm.py b/promptolution/llms/base_llm.py index 438ccf1..7ee30a0 100644 --- a/promptolution/llms/base_llm.py +++ b/promptolution/llms/base_llm.py @@ -6,6 +6,8 @@ import numpy as np +from promptolution.templates import DEFAULT_SYS_PROMPT + logger = logging.getLogger(__name__) @@ -54,7 +56,7 @@ def update_token_count(self, inputs: List[str], outputs: List[str]): self.input_token_count += input_tokens self.output_token_count += output_tokens - def get_response(self, prompts: str) -> str: + def get_response(self, prompts: List[str], system_prompts: List[str] = None) -> List[str]: """Generate responses for the given prompts. This method calls the _get_response method to generate responses @@ -64,19 +66,24 @@ def get_response(self, prompts: str) -> str: Args: prompts (str or List[str]): Input prompt(s). If a single string is provided, it's converted to a list containing that string. + system_prompts (str or List[str]): System prompt(s) to provide context to the model. Returns: List[str]: A list of generated responses, one for each input prompt. """ + if system_prompts is None: + system_prompts = DEFAULT_SYS_PROMPT if isinstance(prompts, str): prompts = [prompts] - responses = self._get_response(prompts) + if isinstance(system_prompts, str): + system_prompts = [system_prompts] * len(prompts) + responses = self._get_response(prompts, system_prompts) self.update_token_count(prompts, responses) return responses @abstractmethod - def _get_response(self, prompts: List[str]) -> List[str]: + def _get_response(self, prompts: List[str], system_prompts: List[str] = None) -> List[str]: """Generate responses for the given prompts. This method should be implemented by subclasses to define how @@ -84,11 +91,12 @@ def _get_response(self, prompts: List[str]) -> List[str]: Args: prompts (List[str]): A list of input prompts. + system_prompts (List[str]): A list of system prompts to provide context to the model. Returns: List[str]: A list of generated responses corresponding to the input prompts. """ - pass + raise NotImplementedError class DummyLLM(BaseLLM): diff --git a/promptolution/llms/local_llm.py b/promptolution/llms/local_llm.py index 577d4a0..46afe17 100644 --- a/promptolution/llms/local_llm.py +++ b/promptolution/llms/local_llm.py @@ -50,7 +50,7 @@ def __init__(self, model_id: str, batch_size=8): self.pipeline.tokenizer.pad_token_id = self.pipeline.tokenizer.eos_token_id self.pipeline.tokenizer.padding_side = "left" - def _get_response(self, prompts: list[str]): + def _get_response(self, prompts: list[str], system_prompts: list[str]) -> list[str]: """Generate responses for a list of prompts using the local language model. Args: @@ -63,8 +63,12 @@ def _get_response(self, prompts: list[str]): This method uses torch.no_grad() for inference to reduce memory usage. It handles both single and batch inputs, ensuring consistent output format. """ + inputs = [] + for prompt, sys_prompt in zip(prompts, system_prompts): + inputs.append([{"role": "system", "prompt": sys_prompt}, {"role": "user", "prompt": prompt}]) + with torch.no_grad(): - response = self.pipeline(prompts, pad_token_id=self.pipeline.tokenizer.eos_token_id) + response = self.pipeline(inputs, pad_token_id=self.pipeline.tokenizer.eos_token_id) if len(response) != 1: response = [r[0] if isinstance(r, list) else r for r in response] diff --git a/promptolution/llms/vllm.py b/promptolution/llms/vllm.py index 76e19fe..3ced55f 100644 --- a/promptolution/llms/vllm.py +++ b/promptolution/llms/vllm.py @@ -108,7 +108,7 @@ def __init__( # Initialize tokenizer separately for potential pre-processing self.tokenizer = AutoTokenizer.from_pretrained(model_id) - def _get_response(self, inputs: list[str]): + def _get_response(self, prompts: list[str], system_prompts: list[str]) -> list[str]: """Generate responses for a list of prompts using the vLLM engine. Args: @@ -126,14 +126,14 @@ def _get_response(self, inputs: list[str]): [ { "role": "system", - "content": "You are a helpful assistant.", + "content": sys_prompt, }, - {"role": "user", "content": input}, + {"role": "user", "content": prompt}, ], tokenize=False, add_generation_prompt=True, ) - for input in inputs + for prompt, sys_prompt in zip(prompts, system_prompts) ] # generate responses for self.batch_size prompts at the same time diff --git a/promptolution/templates.py b/promptolution/templates.py index 6cbc39e..1151b9d 100644 --- a/promptolution/templates.py +++ b/promptolution/templates.py @@ -1,3 +1,4 @@ +DEFAULT_SYS_PROMPT = "You are a helpful assistant." EVOPROMPT_DE_TEMPLATE = """Please follow the instruction step-by-step to generate a better prompt. Identifying the different parts between Prompt 1 and Prompt 2: Prompt 1: Your task is to classify the comment as one of the following categories: terrible, bad, okay, good, great. From 55253bb5d79afe86961d64a60d42055d2e9f704e Mon Sep 17 00:00:00 2001 From: finitearth Date: Tue, 18 Mar 2025 23:27:42 +0100 Subject: [PATCH 5/9] change usage of csv callbacks --- scripts/evoprompt_ga_test.py | 4 ++-- scripts/evoprompt_ga_test_gsm8k.py | 4 ++-- scripts/optimizer_test_run.py | 7 ++----- 3 files changed, 6 insertions(+), 9 deletions(-) diff --git a/scripts/evoprompt_ga_test.py b/scripts/evoprompt_ga_test.py index 0d13e40..dd3f21e 100644 --- a/scripts/evoprompt_ga_test.py +++ b/scripts/evoprompt_ga_test.py @@ -4,7 +4,7 @@ import random from logging import Logger -from promptolution.callbacks import LoggerCallback, CSVCallback, TokenCountCallback +from promptolution.callbacks import LoggerCallback, FileOutputCallback, TokenCountCallback from promptolution.templates import EVOPROMPT_GA_TEMPLATE from promptolution.helpers import get_llm from promptolution.tasks import ClassificationTask @@ -30,7 +30,7 @@ callbacks = [ LoggerCallback(logger), - CSVCallback(args.output_dir), + FileOutputCallback(args.output_dir, file_type="csv"), TokenCountCallback(100000, "input_tokens"), ] diff --git a/scripts/evoprompt_ga_test_gsm8k.py b/scripts/evoprompt_ga_test_gsm8k.py index 123db3d..f52bc43 100644 --- a/scripts/evoprompt_ga_test_gsm8k.py +++ b/scripts/evoprompt_ga_test_gsm8k.py @@ -4,7 +4,7 @@ import random from logging import Logger -from promptolution.callbacks import LoggerCallback, CSVCallback, TokenCountCallback +from promptolution.callbacks import LoggerCallback, TokenCountCallback, FileOutputCallback from promptolution.templates import EVOPROMPT_GA_TEMPLATE from promptolution.helpers import get_llm from promptolution.tasks import ClassificationTask @@ -30,7 +30,7 @@ callbacks = [ LoggerCallback(logger), - CSVCallback(args.output_dir), + FileOutputCallback(args.output_dir, file_type="csv"), TokenCountCallback(100000, "input_tokens"), ] diff --git a/scripts/optimizer_test_run.py b/scripts/optimizer_test_run.py index 802208e..4e148b5 100644 --- a/scripts/optimizer_test_run.py +++ b/scripts/optimizer_test_run.py @@ -2,7 +2,7 @@ import argparse from logging import Logger -from promptolution.callbacks import LoggerCallback, CSVCallback +from promptolution.callbacks import LoggerCallback, FileOutputCallback from promptolution.helpers import run_optimization from promptolution.config import Config @@ -33,9 +33,6 @@ random_seed=args.seed, ) -if args.token is None: - prompts = run_optimization(config, callbacks=[LoggerCallback(logger), CSVCallback(f"results/seedingtest/{args.model}/")]) -else: - prompts = run_optimization(config, callbacks=[LoggerCallback(logger), CSVCallback(f"results/seedingtest/{args.model}/")], use_token=True) +prompts = run_optimization(config, callbacks=[LoggerCallback(logger), FileOutputCallback(f"results/seedingtest/{args.model}/", "csv")], use_token=not args.token is None) logger.info(f"Optimized prompts: {prompts}") From 81af17034393eeeb54aa691c55fe63b969bcb2a6 Mon Sep 17 00:00:00 2001 From: finitearth Date: Wed, 19 Mar 2025 10:26:32 +0100 Subject: [PATCH 6/9] add system prompt to token counts --- promptolution/llms/base_llm.py | 2 +- scripts/optimizer_test_run.py | 38 ---------------------------------- 2 files changed, 1 insertion(+), 39 deletions(-) delete mode 100644 scripts/optimizer_test_run.py diff --git a/promptolution/llms/base_llm.py b/promptolution/llms/base_llm.py index 7ee30a0..081b67e 100644 --- a/promptolution/llms/base_llm.py +++ b/promptolution/llms/base_llm.py @@ -78,7 +78,7 @@ def get_response(self, prompts: List[str], system_prompts: List[str] = None) -> if isinstance(system_prompts, str): system_prompts = [system_prompts] * len(prompts) responses = self._get_response(prompts, system_prompts) - self.update_token_count(prompts, responses) + self.update_token_count(prompts + system_prompts, responses) return responses diff --git a/scripts/optimizer_test_run.py b/scripts/optimizer_test_run.py deleted file mode 100644 index 4e148b5..0000000 --- a/scripts/optimizer_test_run.py +++ /dev/null @@ -1,38 +0,0 @@ -"""Test run for the Opro optimizer.""" -import argparse -from logging import Logger - -from promptolution.callbacks import LoggerCallback, FileOutputCallback -from promptolution.helpers import run_optimization - -from promptolution.config import Config - -logger = Logger(__name__) - -"""Run a test run for any of the implemented optimizers.""" -parser = argparse.ArgumentParser() -parser.add_argument("--model") -parser.add_argument("--model-storage-path", default="../models/") -parser.add_argument("--optimizer", default="evopromptde") -parser.add_argument("--n-steps", type=int, default=10) -parser.add_argument("--token", default=None) -parser.add_argument("--seed", type=int, default=187) -args = parser.parse_args() - -config = Config( - meta_llm=args.model, - ds_path="data_sets/cls/agnews", - task_name="agnews", - predictor="FirstOccurenceClassificator", - n_steps=args.n_steps, - optimizer=args.optimizer, - downstream_llm=args.model, - evaluation_llm=args.model, - api_token=args.token, - model_storage_path=args.model_storage_path, - random_seed=args.seed, -) - -prompts = run_optimization(config, callbacks=[LoggerCallback(logger), FileOutputCallback(f"results/seedingtest/{args.model}/", "csv")], use_token=not args.token is None) - -logger.info(f"Optimized prompts: {prompts}") From e010b890891e681ccd012d2a31cd072c3ee85b88 Mon Sep 17 00:00:00 2001 From: finitearth Date: Wed, 19 Mar 2025 10:46:49 +0100 Subject: [PATCH 7/9] fix merge issues --- scripts/evoprompt_ga_test.py | 8 -------- scripts/evoprompt_ga_test_gsm8k.py | 8 -------- 2 files changed, 16 deletions(-) diff --git a/scripts/evoprompt_ga_test.py b/scripts/evoprompt_ga_test.py index 1289ba7..dd3f21e 100644 --- a/scripts/evoprompt_ga_test.py +++ b/scripts/evoprompt_ga_test.py @@ -4,11 +4,7 @@ import random from logging import Logger -<<<<<<< HEAD from promptolution.callbacks import LoggerCallback, FileOutputCallback, TokenCountCallback -======= -from promptolution.callbacks import LoggerCallback, CSVCallback, TokenCountCallback ->>>>>>> 39b077923a11e7c431e9d39cb6238e920e084ade from promptolution.templates import EVOPROMPT_GA_TEMPLATE from promptolution.helpers import get_llm from promptolution.tasks import ClassificationTask @@ -34,11 +30,7 @@ callbacks = [ LoggerCallback(logger), -<<<<<<< HEAD FileOutputCallback(args.output_dir, file_type="csv"), -======= - CSVCallback(args.output_dir), ->>>>>>> 39b077923a11e7c431e9d39cb6238e920e084ade TokenCountCallback(100000, "input_tokens"), ] diff --git a/scripts/evoprompt_ga_test_gsm8k.py b/scripts/evoprompt_ga_test_gsm8k.py index 29843b0..f52bc43 100644 --- a/scripts/evoprompt_ga_test_gsm8k.py +++ b/scripts/evoprompt_ga_test_gsm8k.py @@ -4,11 +4,7 @@ import random from logging import Logger -<<<<<<< HEAD from promptolution.callbacks import LoggerCallback, TokenCountCallback, FileOutputCallback -======= -from promptolution.callbacks import LoggerCallback, CSVCallback, TokenCountCallback ->>>>>>> 39b077923a11e7c431e9d39cb6238e920e084ade from promptolution.templates import EVOPROMPT_GA_TEMPLATE from promptolution.helpers import get_llm from promptolution.tasks import ClassificationTask @@ -34,11 +30,7 @@ callbacks = [ LoggerCallback(logger), -<<<<<<< HEAD FileOutputCallback(args.output_dir, file_type="csv"), -======= - CSVCallback(args.output_dir), ->>>>>>> 39b077923a11e7c431e9d39cb6238e920e084ade TokenCountCallback(100000, "input_tokens"), ] From af5b27c851058692b41f4836d4bf0bce02bad409 Mon Sep 17 00:00:00 2001 From: finitearth Date: Wed, 19 Mar 2025 17:09:07 +0100 Subject: [PATCH 8/9] drag system prompts from api to task --- promptolution/predictors/base_predictor.py | 8 ++++++-- promptolution/tasks/base_task.py | 5 +++-- promptolution/tasks/classification_tasks.py | 4 +++- 3 files changed, 12 insertions(+), 5 deletions(-) diff --git a/promptolution/predictors/base_predictor.py b/promptolution/predictors/base_predictor.py index 2674a17..6cc8358 100644 --- a/promptolution/predictors/base_predictor.py +++ b/promptolution/predictors/base_predictor.py @@ -31,7 +31,9 @@ def __init__(self, llm: BaseLLM): """ self.llm = llm - def predict(self, prompts: List[str], xs: np.ndarray, return_seq: bool = False) -> np.ndarray: + def predict( + self, prompts: List[str], xs: np.ndarray, system_prompts: List[str] = None, return_seq: bool = False + ) -> np.ndarray: """Abstract method to make predictions based on prompts and input data. Args: @@ -48,7 +50,9 @@ def predict(self, prompts: List[str], xs: np.ndarray, return_seq: bool = False) if isinstance(prompts, str): prompts = [prompts] - outputs = self.llm.get_response([prompt + "\n" + x for prompt in prompts for x in xs]) + outputs = self.llm.get_response( + [prompt + "\n" + x for prompt in prompts for x in xs], system_prompts=system_prompts + ) preds = self._extract_preds(outputs) shape = (len(prompts), len(xs)) diff --git a/promptolution/tasks/base_task.py b/promptolution/tasks/base_task.py index 1dc1583..403a800 100644 --- a/promptolution/tasks/base_task.py +++ b/promptolution/tasks/base_task.py @@ -21,12 +21,13 @@ def __init__(self, *args, **kwargs): pass @abstractmethod - def evaluate(self, prompts: List[str], predictor) -> np.ndarray: + def evaluate(self, prompts: List[str], predictor, system_promtps: List[str] = None) -> np.ndarray: """Abstract method to evaluate prompts using a given predictor. Args: prompts (List[str]): List of prompts to evaluate. predictor: The predictor to use for evaluation. + system_promtps (List[str]): List of system prompts to evaluate. Returns: np.ndarray: Array of evaluation scores for each prompt. @@ -58,7 +59,7 @@ def __init__(self): self.ys = np.array(["positive", "negative", "positive"]) self.classes = ["negative", "positive"] - def evaluate(self, prompts: List[str], predictor) -> np.ndarray: + def evaluate(self, prompts: List[str], predictor, system_prompts=None) -> np.ndarray: """Generate random evaluation scores for the given prompts. Args: diff --git a/promptolution/tasks/classification_tasks.py b/promptolution/tasks/classification_tasks.py index 82823d3..5e093af 100644 --- a/promptolution/tasks/classification_tasks.py +++ b/promptolution/tasks/classification_tasks.py @@ -63,6 +63,7 @@ def evaluate( self, prompts: List[str], predictor: BasePredictor, + system_prompts: List[str] = None, n_samples: int = 20, subsample: bool = False, return_seq: bool = False, @@ -72,6 +73,7 @@ def evaluate( Args: prompts (List[str]): List of prompts to evaluate. predictor (BasePredictor): Predictor to use for evaluation. + system_prompts (List[str], optional): List of system prompts to evaluate. Defaults to None. n_samples (int, optional): Number of samples to use if subsampling. Defaults to 20. subsample (bool, optional): Whether to use subsampling. If set to true, samples a different subset per call. Defaults to False. @@ -95,7 +97,7 @@ def evaluate( ys_subsample = self.ys[indices] # Make predictions on the subsample - preds = predictor.predict(prompts, xs_subsample, return_seq=return_seq) + preds = predictor.predict(prompts, xs_subsample, system_prompts=system_prompts, return_seq=return_seq) if return_seq: preds, seqs = preds From d8499c15d0892b5a54e0b89f21ffbb77e7ba4ede Mon Sep 17 00:00:00 2001 From: finitearth Date: Thu, 20 Mar 2025 12:50:58 +0100 Subject: [PATCH 9/9] added release notes --- docs/release-notes.md | 10 ++++++++++ pyproject.toml | 2 +- 2 files changed, 11 insertions(+), 1 deletion(-) diff --git a/docs/release-notes.md b/docs/release-notes.md index 3a81e29..21579c6 100644 --- a/docs/release-notes.md +++ b/docs/release-notes.md @@ -1,5 +1,15 @@ # Release Notes +## Release v1.3.2 +### What's changed +#### Added features +* Allow for configuration and evaluation of system prompts in all LLM-Classes +* CSV Callback is now FileOutputCallback and able to write Parquet files + +#### Further Changes: +* Fixed LLM-Call templates in VLLM +* refined OPRO-implementation to be closer to the paper + ## Release v1.3.1 ### What's changed #### Added features diff --git a/pyproject.toml b/pyproject.toml index cc2d2e5..d8bc054 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "promptolution" -version = "1.3.1" +version = "1.3.2" description = "" authors = ["Tom Zehle, Moritz Schlager, Timo Heiß"] readme = "README.md"