作者導言：以下是我2018-2019年發表的關於深度學習在問答系統和對話系統的應用的paper，感興趣的讀者可以查閱。大家如果有關於這些paper的問題，歡迎發郵件到我的email ([email protected])諮詢討論，我會盡量回復。本來想對每一篇論文做細緻的介紹，但是發現CSDN最近的博客編輯器不好用，所以先把近兩年來發表的論文貼在這兒，以後有時間我會再更新，添加更多細節文字介紹。
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]
一句話介紹：一個混合了排序模型和生成模型的神經網絡對話模型。
- 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)
一句話介紹：BERT在對話式的問答系統QuAC標準數據集上的應用。
- 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]
一句話介紹：關於神經排序模型的最新的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]
一句話介紹：對信息檢索類對話中用戶意圖預測的研究。
- 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
一句話介紹：在非事實類問答系統中用戶和答案的交互行爲的研究。
- 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]
一句話介紹：基於增強學習的遷移學習模型在深度文本匹配任務上的研究。
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]
一句話介紹：一個基於“系統發問，用戶回答”模式的對話式搜索和推薦系統的研究。
- 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)
一句話介紹：遷移學習在基於相似問題匹配的信息檢索類對話系統中的應用。
- 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)
一句話介紹：基於引入外部知識的深度匹配網絡在信息檢索類對話系統的回覆排序任務中的應用的研究。
- 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)
一句話介紹：分析刻畫信息檢索類對話中的用戶意圖遷移規律，並且發佈了一個新的信息檢索類對話數據集。
- 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)
一句話介紹：一個基於維基百科構建的，包括4000多個非事實類問題及其對應答案標註的標準問答數據集。