Welcome to the chatbots wiki!
This wiki introduces the major chatbots and their main technologies in industry.
Open domain bots
- Microsoft XiaoIce
- Alibaba AliMe
Assistant bots
- Apple Siri
- Google Now
- Microsoft Cortana
- Alibaba AliMe
Tutorials:
Industry bots:
- AliMe Assist: An Intelligent Assistant for Creating an Innovative E-commerce Experience
- SuperAgent: A Customer Service Chatbot for E-commerce Websites
IR for QA matching:
- Z. Ji, Z. Lu, and H. Li. 2014. An Information Retrieval Approach to Short Text Conversation. CoRR abs/1408.6988 (2014).
- R. Yan, Y. Song, and H. Wu. 2016. Learning to Respond with Deep Neural Networks for Retrieval-Based Human-Computer Conversation System. In SIGIR.
- [R. Yan, D. Zhao, and W. E. 2017. Joint Learning of Response Ranking and Next Utterance Suggestion in Human-Computer Conversation System. In SIGIR ’17.]
- Response Ranking with Deep Matching Networks and External Knowledge. (AliMe)
- Transfer Learning on Retrieval-based Question Answering Systems. (AliMe)
- Transfer Learning for Context-Aware Question Matching. (AliMe)
Response Generation:
- [A. Ritter, C. Cherry, and W. B. Dolan. 2011. Data-Driven Response Generation in Social Media. In ACL ’11.]
- [L. Shang, Z. Lu, and H. Li. 2015. Neural Responding Machine for Short-Text Conversation. In ACL ’15.]
- [Deep Reinforcement Learning for Dialogue Generation. Jiwei Li, Will Monroe, Alan Ritter, Michel Galley, Jianfeng Gao and Dan Jurafsky. EMNLP 2016.]
- [A Persona-Based Neural Conversation Model. Jiwei Li, Michel Galley, Chris Brockett, Jianfeng Gao and Bill Dolan. ACL 2016.
- [A Diversity-Promoting Objective Function for Neural Conversation Models. Jiwei Li, Michel Galley, Chris Brockett, Jianfeng Gao and Bill Dolan. NAACL 2016]
Hybrid models:
- L. Yang, J. Hu, M. Qiu, C. Qu, J. Gao, et al., A Hybrid Retrieval-Generation Neural Conversation Model.
- Y. Song, C. Li, J. Nie, M. Zhang, D. Zhao, and R. Yan. 2018. An Ensemble of Retrieval-Based and Generation-Based Human-Computer Conversation Systems. In IJCAI ’18.
- M. Qiu, et al., AliMe Chat: a Sequence to Sequence and Rerank Based Chatbot Engine.
MRC for QA:
- [E. Choi, H. He, M. Iyyer, M. Yatskar, W. Yih, Y. Choi, P. Liang, and L. S. Zettlemoyer. QuAC: Question Answering in Context. In EMNLP, 2018.]
- [S. Reddy, D. Chen, and C. D. Manning. CoQA: A Conversational Question Answering Challenge. CoRR, abs/1808.07042, 2018.]
- [P. Rajpurkar, R. Jia, and P. Liang. Know What You Don’t Know: Unanswerable Questions for SQuAD. In ACL, 2018.]
- C. Qu, L. Yang, M. Qiu et al., Attentive History Selection for Conversational Question Answering.