笔记 - NLP - Dialogue System

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对话系统是一个可以与人进行交流的机器人，关于对话系统的详细介绍，请查看Wiki。

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相关资料 - 文献佳作

• A Survey on Dialogue Systems: Recent Advances and New Frontiers[J]. ACM SIGKDD Explorations Newsletter, 2017, 19(2): 25–35.

• BRITZ D. Deep Learning for Chatbots, Part 2 – Implementing a Retrieval-Based Model in Tensorflow[J]. WildML, 2016.
  这是用Tensorflow实现一个检索型对话系统的介绍，查看数据和源码，请点击

• End-to-End Task-Completion Neural Dialogue Systems[J]. 2017: 11.
  微软发表的一个端到端实现TC-bot的方案，源码已经开源，源码1、源码2-python3 

• Learning End-to-End Goal-Oriented Dialog
  https://github.com/vyraun/chatbot-MemN2N-tensorflow

• A Network-based End-to-End Trainable Task-oriented Dialogue System
  https://github.com/shawnwun/NNDIAL
  阿里小蜜采用该方案实现

• A Neural Conversational Model[J]. arXiv:1506.05869 [cs], 2015.

• Smart Reply: Automated Response Suggestion for Email[J]. arXiv:1606.04870 [cs], 2016.

相关资料 - 精品博客

• 腾讯知文团队负责人钟黎：从 0 到1 打造下一代智能对话引擎 | CCF-GAIR 2018

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Github 相关项目

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乱起八糟 - 看着不错但还未验证的东西

• https://github.com/voicy-ai/DialogStateTracking
  提供了两篇 end-to-end 方法实现

• https://github.com/facebookresearch/DrQA
  Reading Wikipedia to Answer Open-Domain Questions

• https://github.com/vyraun/chatbot-MemN2N-tensorflow

• https://github.com/castorini/BuboQA
  Simple question answering over knowledge graphs (Mohammed et al., NAACL 2018)

• https://github.com/S-H-Y-GitHub/QA
  通过建立双向长短期记忆网络模型，实现了在多个句子中找到给定问题的答案所在的句子这一功能。

• https://github.com/Conchylicultor/DeepQA
  tensorflow implementation of "A neural conversational model", a Deep learning based chatbot

• https://github.com/NLPLearn/QANet
  Tensorflow implementation of QANet for machine reading comprehension

• https://github.com/shashankg7/Keras-CNN-QA
  Keras (re)implementation of paper "Learning to Rank Short Text Pairs with Convolutional Deep Neural Networks. SIGIR, 2015"

• https://github.com/qhduan/Seq2Seq_Chatbot_QA
  使用TensorFlow实现的Sequence to Sequence的聊天机器人模型

• https://github.com/SnakeHacker/QA-Snake
  基于多搜索引擎和深度学习技术的自动问答

• https://github.com/Decalogue/chat
  基于自然语言理解与机器学习的聊天机器人，支持多用户并发及自定义多轮对话

• https://github.com/bsnsk/QA

• https://github.com/hengruo/QANet-pytorch

• https://github.com/bwbaugh/causeofwhy

• https://github.com/makarandtapaswi/MovieQA_CVPR2016

• https://github.com/kangzhun/KnowledgeGraph-QA-Service

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工具 & 系统

DialogFlow