论文发表-关于深度学习在问答系统和对话系统方面的应用研究-2018到2019年

作者导言：以下是我2018-2019年发表的关于深度学习在问答系统和对话系统的应用的paper，感兴趣的读者可以查阅。大家如果有关于这些paper的问题，欢迎发邮件到我的email ([email protected])咨询讨论，我会尽量回复。本来想对每一篇论文做细致的介绍，但是发现CSDN最近的博客编辑器不好用，所以先把近两年来发表的论文贴在这儿，以后有时间我会再更新，添加更多细节文字介绍。

2019

• Liu Yang, Junjie Hu, Minghui Qiu, Chen Qu, Jianfeng Gao, W. Bruce Croft, Xiaodong Liu, Yelong Shen, Jingjing Liu. A Hybrid Retrieval-Generation Neural Conversation Model. arXiv:1904.09068. [arXiv Preprint][DL]

一句话介绍：一个混合了排序模型和生成模型的神经网络对话模型。

• Chen Qu, Liu Yang, Minghui Qiu, W. Bruce Croft, Yongfeng Zhang and Mohit Iyyer. BERT with History Answer Embedding for Conversational Question Answering, To appear in Proceedings of  the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2019), Paris, France. July 21-25, 2019. Short Paper. Acceptance rate=24% (108 out of 443). [PDF][Code][Data and Leaderboard][DL](CCF Rank A)

一句话介绍：BERT在对话式的问答系统QuAC标准数据集上的应用。

• Jiafeng Guo, Yixing Fan, Liang Pang, Liu Yang, Qingyao Ai, Hamed Zamani, Chen Wu, W. Bruce Croft, Xueqi Cheng. A Deep Look into Neural Ranking Models for Information Retrieval, arXiv:1903.06902. Submitted to Information Processing & Management (under review), 2019, (IP&M 2019). [arXiv Preprint][DL]

一句话介绍：关于神经排序模型的最新的survey文章。

• Chen Qu, Liu Yang, W. Bruce Croft, Yongfeng Zhang, Johanne R Trippas and Minghui Qiu. User Intent Prediction in Information-seeking Conversations, To appear in Proceedings of the 2019 ACM SIGIR Conference on Human Information Interaction and Retrieval (CHIIR 2019), Glasgow, Scotland, UK, March 10-14, 2019. Full Paper. [PDF][DL]

一句话介绍：对信息检索类对话中用户意图预测的研究。

• Chen Qu, Liu Yang, W. Bruce Croft, Falk Scholer and Yongfeng Zhang. Answer Interaction in Non-factoid Question Answering Systems, To appear in Proceedings of the 2019 ACM SIGIR Conference on Human Information Interaction and Retrieval (CHIIR 2019), Glasgow, Scotland, UK, March 10-14, 2019. Short Paper. [PDF][DL

一句话介绍：在非事实类问答系统中用户和答案的交互行为的研究。

• Chen Qu, Feng Ji, Minghui Qiu, Liu Yang, Zhiyu Min, Haiqing Chen, Jun Huang and W. Bruce Croft. Learning to Selectively Transfer: Reinforced Transfer Learning for Deep Text Matching. To appear in Proceedings of the 12th ACM International Conference on Web Search and Data Mining (WSDM 2019), Melbourne, Australia, February 11-15, 2019. Full Oral Paper. Acceptance rate=16% (84 out of 511) [PDF][DL]

​​​​​​​一句话介绍：基于增强学习的迁移学习模型在深度文本匹配任务上的研究。

2018

• Yongfeng Zhang, Xu Chen, Qingyao Ai, Liu Yang, and W. Bruce Croft. Towards Conversational Search and Recommendation: System Ask, User Respond. To appear in Proceedings of the 27th ACM International Conference on Information and Knowledge Management (CIKM 2018), Turin, Italy, October 22-26, 2018. Full Oral Paper. Acceptance rate=17% (147 out of 862).[PDF][Bibtex][DL]

​​​​​​​一句话介绍：一个基于“系统发问，用户回答”模式的对话式搜索和推荐系统的研究。

• Minghui Qiu, Liu Yang, Feng Ji, Wei Zhou, Weipeng Zhao, Jun Huang, Haiqing Chen, W. Bruce Croft, Wei Lin. Transfer Learning for Context-Aware Question Matching in Information-seeking Conversation Systems in E-commerce. In Proceedings of  the 56th Annual Meeting of the Association for Computational Linguistics (ACL 2018), Melbourne, Australia, July 15-20, 2018. Short Paper. Acceptance rate=24% (126 out of 526)  [PDF][Bibtex][DL](CCF Rank A)

​​​​​​​一句话介绍：迁移学习在基于相似问题匹配的信息检索类对话系统中的应用。

• Liu Yang, Minghui Qiu, Chen Qu, Jiafeng Guo, Yongfeng Zhang, W. Bruce Croft, Jun Huang, Haiqing Chen. Response Ranking with Deep Matching Networks and External Knowledge in Information-seeking Conversation Systems, In Proceedings of  the 41th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2018), Ann Arbor, Michigan, U.S.A. July 8-12, 2018. Full Oral Paper. Acceptance rate=21% (86 out of  409). [PDF][Code][Data][Slides][PPT][Bibtex][DL](CCF Rank A)

​​​​​​​一句话介绍：基于引入外部知识的深度匹配网络在信息检索类对话系统的回复排序任务中的应用的研究。

• Chen Qu, Liu Yang, W. Bruce Croft, Johanne R Trippas, Yongfeng Zhang, Minghui Qiu. Analyzing and Characterizing User Intent in Information-seeking Conversations, In Proceedings of  the 41th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2018), Ann Arbor, Michigan, U.S.A. July 8-12, 2018. Short Paper. Acceptance rate=30% (98 out of  327).[PDF][Data][Poster][Bibtex][DL] (CCF Rank A)

​​​​​​​一句话介绍：分析刻画信息检索类对话中的用户意图迁移规律，并且发布了一个新的信息检索类对话数据集。

• Daniel Cohen, Liu Yang, W. Bruce Croft. WikiPassageQA: A Benchmark Collection for Research on Non-factoid Answer Passage Retrieval, In Proceedings of  the 41th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2018), Ann Arbor, Michigan, U.S.A. July 8-12, 2018. Short Paper. Acceptance rate=30% (98 out of  327).[PDF][Data][Bibtex][DL](CCF Rank A)

​​​​​​​一句话介绍：一个基于维基百科构建的，包括4000多个非事实类问题及其对应答案标注的标准问答数据集。