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Contents

  1. Awesome
  2. Conference
  3. Scholar
  4. Application
  5. Competition
  6. Literature_review
  7. Paper_notes
  8. Paper

Awesome


Conference


Scholar

  • Maxine Eskenazi site

    Tiancheng Zhao site | github task-oriented dialog generation

  • Chien-Sheng Wu (Research Scientist at Salesforce Research) site


Application

微软 小冰

  • The Design and Implementation of XiaoIce, an Empathetic Social Chatbot, 2018.12, arxiv

    详细介绍了系统架构和关键组件,包括对话管理器、核心聊天、技能和移情计算模块。在系统设计中考虑了智商(IQ)和情商(EQ),将人机社交聊天作为马尔可夫决策过程(MDP)的决策,并优化了小冰的长期用户参与度和预期的每次会话对话(CPS)。我们展示了小冰如何动态识别人类的感受和状态,理解用户意图,并在长时间的对话中响应用户需求。

  • From Eliza to XiaoIce: Challenges and Opportunities with Social Chatbots, 2018.01, arxiv

  • 全双工语音对话以及在智能硬件上的应用,微软小冰全球首席架构师及研发总监周力,2019.01.17

  • 微软小冰与情感计算框架,微软(亚洲)互联网工程院副院长李笛,2019.01.10 ppt and video

  • 微软小冰技术交流会,微软(亚洲)互联网工程院,2018.03.28

    全双工语音交互感官(Full-duplex Voice Sense)

  • 研发人员

    微软亚洲研究院 people

    微软小冰首席科学家武威 publications

    微软小冰全球首席架构师及研发总监周力

Alex

  • Alex Dialogue Systems Framework github

AliMe (阿里小蜜)

  • 阿里云小蜜对话机器人背后的核心算法 blog
  • AliMe Assist: An Intelligent Assistant for Creating an Innovative E-commerce Experience, 2018 arxiv
  • AliMe Chat: A Sequence to Sequence and Rerank based Chatbot Engine, ACL 2017 paper
  • AliMe KBQA: Question Answering over Structured Knowledge for E-commerce Customer Service Feng-Lin Li, Weijia Chen, Qi Huang, Yikun Guo arxiv

Replika.ai

SenticNet


Competition


  • STC (Short Text Conversation)

    NTCIR-12 - October 31, 2015

    • STC
    • Single-round, chatbot
    • retrieval
    • Overview of the NTCIR-12 Short Text Conversation Task, paper | slides

    NTCIR-13 - April 30th 2017

    • STC-2
    • Single-round, chatbot
    • retrieval, generation
    • Overview of the NTCIR-13 Short Text Conversation Task, paper
    • 1st, SG01 at the NTCIR-13 STC-2 Task paper

    NTCIR-14 - Sep 9th, 2018

    • STC-3

    • Chinese Emotional Conversation Generation subtask, datasets

      Single-round, chatbot

    • Dialogue Quality subtask

      Multi-round, task-oriented chatbot

    • Nugget Detection subtask

      Multi-round, task-oriented chatbot


Literature_review

  • Unsupervised Learning and Modeling of Knowledge and Intent for Spoken Dialogue Systems, Yun-Nung (Vivian) Chen, Ph.D. dissertation pdf

2018

  • Deep Chit-Chat: Deep Learning for ChatBots, Wei Wu and Rui Yan, EMNLP ppt | video | paper

    微软小冰首席科学家武威

    北京大学助理教授严睿

  • Neural Approaches to Conversational AI, Jianfeng Gao, arxiv

    Neural Approaches to Conversational AI ACL 2018 ppt

  • Deep Learning for Dialogue Systems, COLING 2018 site | paper | slide

  • A Survey on Dialogue Systems: Recent Advances and New Frontiers, JD arxiv

2017

  • Teaching Machines to Converse, Jiwei Li's Thesis 2017 code | thesis

2016

  • Dialog System 总结 site

Question

  • Neural approaches in spoken language understanding is just for domain or intent detection and slot filling?

Paper_notes

Neural Network Dialog System Papers github active

deeplearning-papernotes github active

chatbots github - product attention, such as AliMe!!!

chatbots github - personalized, emotional, and stylized attention!!!

chatbots github - 2018

chatbots github - 2017


Paper

multi-hop

dialogue management (context)

多场景切换

跨场景继承

natural language understanding

personality (人格)

如何让机器人具有特定的说话风格

  • Learning Personalized End-to-End Goal-Oriented Dialog, Liangchen Luo, Wenhao Huang, Qi Zeng, Zaiqing Nie, Xu Sun, AAAI-19 arxiv

    https://mp.weixin.qq.com/s/AqzdRoXthrUFUOqSNwgfqQ

  • Assigning personality/identity to a chatting machine for coherent conversation generation, Qiao Qian, Minlie Huang, Haizhou Zhao, Jingfang Xu, Xiaoyan Zhu, IJCAI 2018 arxiv | code | data

    personality, includes name, gender, age, location, weight, constellation, hobby, idol, speciality, employer - extracted from Weibo Dataset with regular expression patterns.

    为了可控性,可以直接用正则表达式解决!

sentimental/emotional (情商)

semantic phenomena

coreference

https://medium.com/huggingface/state-of-the-art-neural-coreference-resolution-for-chatbots-3302365dcf30

anaphora/pronoun resolution
ellipsis
  • Building an Ellipsis-aware Chinese Dependency Treebank for Web Text, Xuancheng Ren, Xu Sun, Ji Wen, Bingzhen Wei, Weidong Zhan, Zhiyuan Zhang, 2018, arxiv | code
sentence function

interrogative, declarative, imperative, and exclamatory

  • Generating Informative Responses with Controlled Sentence Function, 柯沛、关健、黄民烈、朱小燕. ACL 2018 paper | data | code

utterance compression

short text understanding

natural language generation

sentence editing (句子可控改写)

grammar error detection

data augmentation

  • Sequence-to-sequence Data Augmentation for Dialogue Language Understanding. Yutai Hou, Yijia Liu, Wanxiang Che, Ting Liu, COLING 2018 code
    • a sequence-to-sequence generation based data augmentation framework

      用户输入多样性拓展生成


more refer:

实录分享 | 计算未来轻沙龙:对话系统研究进展(视频 + PPT)

https://blog.csdn.net/c9Yv2cf9I06K2A9E/article/details/82392595

CIIS2018演讲实录丨哈尔滨工业大学车万翔:任务型对话系统研究进展

https://mp.weixin.qq.com/s/UZbt1E6QntwtWWvJfTL3eQ

???

https://github.com/bnsblue/awesome-dialogue-management

多轮对话之对话管理(Dialog Management)

1. aiml 地址

https://github.com/Shuang0420/aiml

2. 填槽与多轮对话

http://t.cn/RQfkTPP

3. CMU Communicator 论文

http://www.cs.cmu.edu/~xw/asru99-agenda.pdf

4. NLP 笔记 - Meaning Representation Languages

http://t.cn/RQfFMAo

5. NLP 笔记 - Discourse Analysis

http://t.cn/RQfFacE

6. Plan-based models of dialogue

http://t.cn/RQfFC1b

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