Towards Emotional Support Dialog Systems

被引:0
|
作者
Liu, Siyang [1 ,2 ]
Zheng, Chujie [1 ]
Demasi, Orianna [3 ]
Sabour, Sahand [1 ]
Li, Yu [3 ]
Yu, Zhou [4 ]
Jiang, Yong [2 ]
Huang, Minlie [1 ]
机构
[1] Tsinghua Univ, Beijing Natl Res Ctr Informat Sci & Technol, DCST,Inst Artificial Intelligence, CoAI Grp,State Key Lab Intelligent Technol & Syst, Beijing 100084, Peoples R China
[2] Tsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Tsinghua Berkeley Shenzhen Inst, Shenzhen, Peoples R China
[3] Univ Calif Davis, Davis, CA 95616 USA
[4] Columbia Univ, New York, NY USA
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Emotional support is a crucial ability for many conversation scenarios, including social interactions, mental health support, and customer service chats. Following reasonable procedures and using various support skills can help to effectively provide support. However, due to the lack of a well-designed task and corpora of effective emotional support conversations, research on building emotional support into dialog systems remains untouched. In this paper, we define the Emotional Support Conversation (ESC) task and propose an ESC Framework, which is grounded on the Helping Skills Theory (Hill, 2009). We construct an Emotion Support Conversation dataset (ESConv) with rich annotation (especially support strategy) in a help-seeker and supporter mode. To ensure a corpus of high-quality conversations that provide examples of effective emotional support, we take extensive effort to design training tutorials for supporters and several mechanisms for quality control during data collection. Finally, we evaluate state-of-the-art dialog models with respect to the ability to provide emotional support. Our results show the importance of support strategies in providing effective emotional support and the utility of ESConv in training more emotional support systems(1).
引用
收藏
页码:3469 / 3483
页数:15
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