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Empathetic dialogue is a human-like behavior that requires the perception of both affective factors (e.g., emotion status) and cognitive factors (e.g., cause of the emotion). Besides concerning emotion status in early work, the latest…

计算与语言 · 计算机科学 2023-02-24 Yushan Qian , Bo Wang , Ting-En Lin , Yinhe Zheng , Ying Zhu , Dongming Zhao , Yuexian Hou , Yuchuan Wu , Yongbin Li

In empathetic conversations, individuals express their empathy towards others. Previous work has mainly focused on generating empathetic responses by utilizing the speaker's emotion. Besides, external commonsense knowledge has been applied…

计算与语言 · 计算机科学 2023-06-09 Hua Cai , Xuli Shen , Qing Xu , Weilin Shen , Xiaomei Wang , Weifeng Ge , Xiaoqing Zheng , Xiangyang Xue

A key trait of daily conversations between individuals is the ability to express empathy towards others, and exploring ways to implement empathy is a crucial step towards human-like dialogue systems. Previous approaches on this topic mainly…

计算与语言 · 计算机科学 2023-02-02 Sahand Sabour , Chujie Zheng , Minlie Huang

Lack of external knowledge makes empathetic dialogue systems difficult to perceive implicit emotions and learn emotional interactions from limited dialogue history. To address the above problems, we propose to leverage external knowledge,…

计算与语言 · 计算机科学 2021-12-30 Qintong Li , Piji Li , Zhaochun Ren , Pengjie Ren , Zhumin Chen

Expressing empathy is important in everyday conversations, and exploring how empathy arises is crucial in automatic response generation. Most previous approaches consider only a single factor that affects empathy. However, in practice,…

计算与语言 · 计算机科学 2022-12-06 Yangbin Chen , Chunfeng Liang

Achieving empathy is a crucial step toward humanized dialogue systems. Current approaches for empathetic dialogue generation mainly perceive an emotional label to generate an empathetic response conditioned on it, which simply treat…

计算与语言 · 计算机科学 2023-11-28 Fengyi Fu , Lei Zhang , Quan Wang , Zhendong Mao

Empathy is an important characteristic to be considered when building a more intelligent and humanized dialogue agent. However, existing methods did not fully comprehend empathy as a complex process involving three aspects: cognition,…

计算与语言 · 计算机科学 2023-02-23 Pan Gao , Donghong Han , Rui Zhou , Xuejiao Zhang , Zikun Wang

Empathy is a complex cognitive ability based on the reasoning of others' affective states. In order to better understand others and express stronger empathy in dialogues, we argue that two issues must be tackled at the same time: (i)…

计算与语言 · 计算机科学 2021-09-22 Hyunwoo Kim , Byeongchang Kim , Gunhee Kim

Empathetic dialog generation aims at generating coherent responses following previous dialog turns and, more importantly, showing a sense of caring and a desire to help. Existing models either rely on pre-defined emotion labels to guide the…

计算与语言 · 计算机科学 2021-10-06 Yubo Xie , Pearl Pu

Empathetic response generation aims to comprehend the user emotion and then respond to it appropriately. Most existing works merely focus on what the emotion is and ignore how the emotion is evoked, thus weakening the capacity of the model…

计算与语言 · 计算机科学 2021-10-12 Jiashuo Wang , Wenjie LI , Peiqin Lin , Feiteng Mu

Recent approaches to empathetic response generation incorporate emotion causalities to enhance comprehension of both the user's feelings and experiences. However, these approaches suffer from two critical issues. First, they only consider…

计算与语言 · 计算机科学 2024-04-09 Jiashuo Wang , Yi Cheng , Wenjie Li

Empathy, which is widely used in psychological counselling, is a key trait of everyday human conversations. Equipped with commonsense knowledge, current approaches to empathetic response generation focus on capturing implicit emotion within…

计算与语言 · 计算机科学 2022-11-15 Lanrui Wang , Jiangnan Li , Zheng Lin , Fandong Meng , Chenxu Yang , Weiping Wang , Jie Zhou

A good empathetic dialogue system should first track and understand a user's emotion and then reply with an appropriate emotion. However, current approaches to this task either focus on improving the understanding of users' emotion or on…

计算与语言 · 计算机科学 2022-08-04 Yuhan Liu , Jun Gao , Jiachen Du , Lanjun Zhou , Ruifeng Xu

Empathy requires perspective-taking: empathetic responses require a person to reason about what another has experienced and communicate that understanding in language. However, most NLP approaches to empathy do not explicitly model this…

计算与语言 · 计算机科学 2024-05-03 Jiamin Yang , David Jurgens

Recent approaches to empathetic response generation try to incorporate commonsense knowledge or reasoning about the causes of emotions to better understand the user's experiences and feelings. However, these approaches mainly focus on…

计算与语言 · 计算机科学 2023-09-06 Yahui Fu , Koji Inoue , Chenhui Chu , Tatsuya Kawahara

One challenge for dialogue agents is recognizing feelings in the conversation partner and replying accordingly, a key communicative skill. While it is straightforward for humans to recognize and acknowledge others' feelings in a…

计算与语言 · 计算机科学 2019-08-30 Hannah Rashkin , Eric Michael Smith , Margaret Li , Y-Lan Boureau

Researches on dialogue empathy aim to endow an agent with the capacity of accurate understanding and proper responding for emotions. Existing models for empathetic dialogue generation focus on the emotion flow in one direction, that is,…

计算与语言 · 计算机科学 2021-09-21 Lei Shen , Jinchao Zhang , Jiao Ou , Xiaofang Zhao , Jie Zhou

Generating emotionally appropriate responses in conversations with large language models presents a significant challenge due to the complexities of human emotions and cognitive processes, which remain largely underexplored in their…

计算与语言 · 计算机科学 2024-10-21 June M. Liu , He Cao , Renliang Sun , Rui Wang , Yu Li , Jiaxing Zhang

Empathy, as defined in behavioral sciences, expresses the ability of human beings to recognize, understand and react to emotions, attitudes and beliefs of others. The lack of an operational definition of empathy makes it difficult to…

计算与语言 · 计算机科学 2018-01-01 Firoj Alam , Morena Danieli , Giuseppe Riccardi

In empathetic conversations, humans express their empathy to others with empathetic intents. However, most existing empathetic conversational methods suffer from a lack of empathetic intents, which leads to monotonous empathy. To address…

计算与语言 · 计算机科学 2022-04-27 Mao Yan Chen , Siheng Li , Yujiu Yang
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