22. Dialogue Systems

22.1 Overview

Paper

• Large-Scale Simple Question Generation by Template-Based Seq2seq Learning - PKU2017

  Code: https://github.com/tyliupku/ChineseQG (Tensorflow)

• A Knowledge-Grounded Neural Conversation Model - Microsoft2018

• Question Answering over Freebase via Attentive RNN with Similarity Matrix based CNN - 2018

  Code: https://github.com/quyingqi/kbqa-ar-smcnn (PyTorch)

• [XQA: A Cross-lingual Open-domain Question Answering Dataset - THU2019]

  Code: https://github.com/thunlp/XQA (Tensorflow)

• CopyNet

• 答案选择|语义匹配任务目前表现最好的几个模型 - 2019

Article

• 对话机器人技术简介：问答系统、对话系统与聊天机器人 - 2020

  Github: https://github.com/qhduan/ConversationalRobotDesign

• HMM模型在贝壳对话系统中的应用 - 2020

• AAAI20 基于关键词注意力机制和回复弱监督的医疗对话槽填充研究 - 2020

• 远离送命题: 问答系统中语义匹配的『杀手锏』 - 2020

Data

• TyDi QA：不同类型语言中信息查询问答技术的基准 - 2020

  Article: Google 发布 TyDi QA：多语言问答基准

  Github: https://github.com/google-research-datasets/tydiqa

• Natural Questions: a Benchmark for Question Answering Research

  Website: https://ai.google.com/research/NaturalQuestions/visualization

  Chinese: NLP新基准！谷歌重磅发布开放问答数据集，30万自然提问+人工注释答案

• https://github.com/codemayq/chinese_chatbot_corpus

  中文公开聊天语料库及使用方法

• LCQMC:A Large-scale Chinese Question Matching Corpus - HIT2018

Practice

• https://github.com/yangjianxin1/GPT2-chitchat (PyTorch)

  用于中文闲聊的GPT2模型

• https://github.com/keyue123/poemKBQA

  基于知识图谱的问答系统

• https://github.com/zhangziliang04/kgRobot

  基于知识图谱的智能问答机器人

• https://github.com/liuhuanyong/MusicLyricChatbot

  基于14W歌曲知识库的问答尝试，功能包括歌词接龙，已知歌词找歌曲以及歌曲歌手歌词三角关系的问答。

• https://github.com/jkszw2014/bert-kbqa-NLPCC2017 (Tensorflow)

  A trial of kbqa based on bert for NLPCC2016/2017 Task 5 基于BERT的中文知识库问答实践

• Transformer多轮对话改写实践 - 2020

Competition

2019语言与智能技术竞赛

• https://github.com/zhpmatrix/lic2019-competition (PyTorch)

  基于知识图谱的主动聊天

CCKS2018 开放领域中文问答任务

• https://github.com/songlei1994/ccks2018

  Rank1