Sarcasm Detection

[RonaldRuckus]

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Eval details 📑

Eval name

sarcasm

Eval description

Gauges how well the current model can pick up on sarcasm. Uses dataset found here: https://www.kaggle.com/datasets/rmisra/news-headlines-dataset-for-sarcasm-detection

Also uses 5 few-prompt examples.

What makes this a useful eval?

Sarcasm could be one of the most dreaded and misinterpreted device used online. It has such a powerful effect, it can completely reverse the purpose of a message.

A simple example of how critical it is to identify sarcasm:
User -> "Hello, I'm looking to fix A!"
AI -> "Oh, okay, here's a solution for B!"
User -> "Oh, right, that's clearly the correct solution"
AI -> "Thank you! Have a great day!"

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• Thematically consistent: The eval should be thematically consistent. We'd like to see a number of prompts all demonstrating some particular failure mode. For example, we can create an eval on cases where the model fails to reason about the physical world.
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• Includes good signal around what is the right behavior. This means either a correct answer for Basic evals or the Fact Model-graded eval, or an exhaustive rubric for evaluating answers for the Criteria Model-graded eval.
• Include at least 100 high quality examples

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• Check that your data is in evals/registry/data/{name}
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Final checklist 👀

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• I have filled out all required fields in the evals PR form
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Eval JSON data

Since we are using Git LFS, we are asking eval submitters to add in as many Eval Samples (at least 5) from their contribution here:

View evals in JSON

Eval

------
FEW SHOTS
------
{"sample": [{"role": "user", "content": "paul ryan's wonk shtick is getting old", "name": "example_user"}, {"role": "assistant", "content": "0", "name": "example_assistant"}]
{"sample": [{"role": "user", "content": "temple university receives anonymous donation to build center for discrediting rape allegations", "name": "example_user"}, {"role": "assistant", "content": "1", "name": "example_assistant"}]}
{"sample": [{"role": "user", "content": "gop gasps as red-eyed shadow counsel smashes out of gestation tank", "name": "example_user"}, {"role": "assistant", "content": "1", "name": "example_assistant"}]}
{"sample": [{"role": "user", "content": "area russian to hug you", "name": "example_user"}, {"role": "assistant", "content": "1", "name": "example_assistant"}]}
------
SAMPLES
------
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "thirtysomething scientists unveil doomsday clock of hair loss"}], "ideal": "1"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "dem rep. totally nails why congress is falling short on gender, racial equality"}], "ideal": "0"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "eat your veggies: 9 deliciously different recipes"}], "ideal": "0"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "inclement weather prevents liar from getting to work"}], "ideal": "1"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "mother comes pretty close to using word 'streaming' correctly"}], "ideal": "1"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "my white inheritance"}], "ideal": "0"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "5 ways to file your taxes with less stress"}], "ideal": "0"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "richard branson's global-warming donation nearly as much as cost of failed balloon trips"}], "ideal": "1"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "shadow government getting too large to meet in marriott conference room b"}], "ideal": "1"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "lots of parents know this scenario"}], "ideal": "0"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "this lesbian is considered a father in indiana (and an amazing one at that)"}], "ideal": "0"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "amanda peet told her daughter sex is 'a special hug'"}], "ideal": "0"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "what to know regarding current treatments for ebola"}], "ideal": "0"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "chris christie suggests hillary clinton was to blame for boko haram's kidnapping of hundreds of schoolgirls"}], "ideal": "0"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "ford develops new suv that runs purely on gasoline"}], "ideal": "1"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "uber ceo travis kalanick stepping down from trump economic advisory council"}], "ideal": "0"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "area boy enters jumping-and-touching-tops-of-doorways phase"}], "ideal": "1"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "area man does most of his traveling by gurney"}], "ideal": "1"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "leave no person with disabilities behind"}], "ideal": "0"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "lin-manuel miranda would like to remind you to put your phone away"}], "ideal": "0"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "60 journalists killed in 2014 as targeting of international press rises"}], "ideal": "0"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "guard in video game under strict orders to repeatedly pace same stretch of hallway"}], "ideal": "1"}
{"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "how to live to be 110"}], "ideal": "0"}
-------
EVAL RESULT LOG
-------
{"spec": {"model_name": "gpt-3.5-turbo", "model_names": {"completions": ["gpt-3.5-turbo"]}, "eval_name": "sarcasm.test.v1", "base_eval": "sarcasm", "split": "test", "run_config": {"model_specs": {"completions_": [{"name": "gpt-3.5-turbo", "model": "gpt-3.5-turbo", "is_chat": true, "encoding": null, "organization": null, "api_key": null, "extra_options": {}, "headers": {}, "strip_completion": true, "n_ctx": 4096, "format": null, "key": null, "group": null}], "embedding_": null, "ranking_": null}, "eval_spec": {"cls": "evals.elsuite.basic.match:Match", "args": {"samples_jsonl": "sarcasm/samples.jsonl", "few_shot_jsonl": "sarcasm/few_shot.jsonl", "num_few_shot": 5}, "key": "sarcasm.test.v1", "group": "sarcasm"}, "seed": 20220722, "max_samples": 50, "command": "'D:\\Projects\\oaieval' gpt-3.5-turbo sarcasm --max_samples 50", "initial_settings": {"visible": false}}, "created_by": "", "run_id": "230314224027GVCSXXU3", "created_at": "2023-03-14 22:40:27.197172"}}
{"run_id": "230314224027GVCSXXU3", "event_id": 0, "sample_id": "sarcasm.test.14435", "type": "raw_sample", "data": {"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "'extinction labels' tell you how your food choices affect wildlife"}], "ideal": "0"}, "created_by": "", "created_at": "2023-03-14 22:40:27.287173+00:00"}
{"run_id": "230314224027GVCSXXU3", "event_id": 1, "sample_id": "sarcasm.test.10818", "type": "raw_sample", "data": {"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "indian prince manvendra singh gohil to open lgbtq center on family's royal grounds"}], "ideal": "0"}, "created_by": "", "created_at": "2023-03-14 22:40:27.287173+00:00"}
{"run_id": "230314224027GVCSXXU3", "event_id": 2, "sample_id": "sarcasm.test.16501", "type": "raw_sample", "data": {"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "gop senator really doesn't want to talk about donald trump"}], "ideal": "0"}, "created_by": "", "created_at": "2023-03-14 22:40:27.287173+00:00"}
{"run_id": "230314224027GVCSXXU3", "event_id": 3, "sample_id": "sarcasm.test.2213", "type": "raw_sample", "data": {"input": [{"role": "system", "content": "Respond with only a 1 or 0 to signify if the user's message includes sarcasm, or not"}, {"role": "user", "content": "experts say puerto rico still extremely vulnerable to future u.s. government"}], "ideal": "1"}, "created_by": "", "created_at": "2023-03-14 22:40:27.288174+00:00"}
[...]
{"final_report": {"accuracy": 0.62}}

[RonaldRuckus]

Scored a 0.62 accuracy using GPT3 turbo & 50 samples.

[andrew-openai]

Thanks for the eval submission! I think a sarcasm eval is very fundamental knowledge and we'll be merging this eval. We're actually seeing GPT-4 is quite good at this task - 88% accuracy.
We'll follow up shortly with details on priority access to GPT-4 API.