Learning bi-utterance for multi-turn response selection in retrieval-based chatbots
文献类型：期刊论文
| 作者 | Wang, Shuliang2,3; Li, Dapeng3; Geng, Jing2,3; Yang, Longxing1; Dai, Tianru3 |
| 刊名 | INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS
 |
| 出版日期 | 2019-04-16 |
| 卷号 | 16期号:2页码:10 |
| 关键词 | Learning bi-utterance dialogue system deep learning information retrieval |
| ISSN号 | 1729-8814 |
| DOI | 10.1177/1729881419841930 |
| 英文摘要 | Multi-turn response selection is essential to retrieval-based chatbots. The task requires multi-turn response selection model to match a response candidate with a conversation context. Existing methods may lose relationship features in the context. In this article, we propose an improved method that extends the learning granularity of the multi-turn response selection model to enhance the model's ability to learn relationship features of utterances in the context, which is a key to understand a conversation context for multi-turn response selection in retrieval-based chatbots. The experimental results show that our proposed method significantly improves sequential matching network for multi-turn response selection in retrieval-based chatbots. |
| 资助项目 | National Key Research and Development Program of China[2016YFB0502600] ; Beijing Municipal Science and Technology Project[BJMSJY-170167] ; Open Fund of Key Laboratory for National Geographic Census and Monitoring, National Administration of Surveying, Mapping and Geoformation[2017NGCMZD03] |
| WOS研究方向 | Robotics |
| 语种 | 英语 |
| WOS记录号 | WOS:000465136700001 |
| 出版者 | SAGE PUBLICATIONS INC |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/4267]  |
| 专题 | 中国科学院计算技术研究所期刊论文_英文 |
| 通讯作者 | Li, Dapeng; Geng, Jing |
| 作者单位 | 1.Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China 2.Beijing Inst Technol, Acad E Govt, Beijing, Peoples R China 3.Beijing Inst Technol, Sch Comp Sci & Technol, 5 South St, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wang, Shuliang,Li, Dapeng,Geng, Jing,et al. Learning bi-utterance for multi-turn response selection in retrieval-based chatbots[J]. INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS,2019,16(2):10. |
| APA | Wang, Shuliang,Li, Dapeng,Geng, Jing,Yang, Longxing,&Dai, Tianru.(2019).Learning bi-utterance for multi-turn response selection in retrieval-based chatbots.INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS,16(2),10. |
| MLA | Wang, Shuliang,et al."Learning bi-utterance for multi-turn response selection in retrieval-based chatbots".INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS 16.2(2019):10. |
入库方式： OAI收割
来源：计算技术研究所
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