Other Roles Matter! Enhancing Role-Oriented Dialogue Summarization via Role Interactions
Lin, Haitao2,3; Zhu, Junnan2,3; Xiang, Lu2,3; Zhou, Yu1,2,3; Zhang, Jiajun2,3; Zong, Chengqing2,3
2022-05
会议日期2022-05-22 - 2022-05-27
会议地点Dublin, Ireland
英文摘要

Role-oriented dialogue summarization is to generate summaries for different roles in the dialogue, e.g., merchants and consumers. Existing methods handle this task by summarizing each role's content separately and thus are prone to ignore the information from other roles. However, we believe that other roles' content could benefit the quality of summaries, such as the omitted information mentioned by other roles. Therefore, we propose a novel role interaction enhanced method for role-oriented dialogue summarization. It adopts cross attention and decoder self-attention interactions to interactively acquire other roles' critical information. The cross attention interaction aims to select other roles' critical dialogue utterances, while the decoder self-attention interaction aims to obtain key information from other roles' summaries. Experimental results have shown that our proposed method significantly outperforms strong baselines on two public role-oriented dialogue summarization datasets. Extensive analyses have demonstrated that other roles' content could help generate summaries with more complete semantics and correct topic structures.

会议录Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics
语种英语
内容类型会议论文
源URL[http://ir.ia.ac.cn/handle/173211/51971]  
专题模式识别国家重点实验室_自然语言处理
通讯作者Zhou, Yu
作者单位1.Fanyu AI Laboratory, Zhongke Fanyu Technology Co., Ltd, Beijing, China
2.School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China
3.National Laboratory of Pattern Recognition, Institute of Automation, CAS, Beijing, China
推荐引用方式
GB/T 7714
Lin, Haitao,Zhu, Junnan,Xiang, Lu,et al. Other Roles Matter! Enhancing Role-Oriented Dialogue Summarization via Role Interactions[C]. 见:. Dublin, Ireland. 2022-05-22 - 2022-05-27.
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