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相关论文: Empathetic Dialogue Generation via Sensitive Emoti…

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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

Empathetic conversation is psychologically supposed to be the result of conscious alignment and interaction between the cognition and affection of empathy. However, existing empathetic dialogue models usually consider only the affective…

人工智能 · 计算机科学 2023-05-16 Jinfeng Zhou , Chujie Zheng , Bo Wang , Zheng Zhang , Minlie Huang

A recent trend in the domain of open-domain conversational agents is enabling them to converse empathetically to emotional prompts. Current approaches either follow an end-to-end approach or condition the responses on similar emotion labels…

计算与语言 · 计算机科学 2023-05-18 Anuradha Welivita , Pearl Pu

Previous research on empathetic dialogue systems has mostly focused on generating responses given certain emotions. However, being empathetic not only requires the ability of generating emotional responses, but more importantly, requires…

计算与语言 · 计算机科学 2019-08-22 Zhaojiang Lin , Andrea Madotto , Jamin Shin , Peng Xu , Pascale Fung

The successful emotional conversation system depends on sufficient perception and appropriate expression of emotions. In a real-life conversation, humans firstly instinctively perceive emotions from multi-source information, including the…

计算与语言 · 计算机科学 2022-03-31 Yunlong Liang , Fandong Meng , Ying Zhang , Jinan Xu , Yufeng Chen , Jie Zhou

An important aspect of human conversation difficult for machines is conversing with empathy, which is to understand the user's emotion and respond appropriately. Recent neural conversation models that attempted to generate empathetic…

计算与语言 · 计算机科学 2021-12-30 Jamin Shin , Peng Xu , Andrea Madotto , Pascale Fung

Empathetic conversation is a crucial characteristic in daily conversations between individuals. Nowadays, Large Language models (LLMs) have shown outstanding performance in generating empathetic responses. Knowledge bases like COMET can…

计算与语言 · 计算机科学 2024-12-10 Huiying Cao , Yiqun Zhang , Shi Feng , Xiaocui Yang , Daling Wang , Yifei Zhang

Open-domain conversational agents or chatbots are becoming increasingly popular in the natural language processing community. One of the challenges is enabling them to converse in an empathetic manner. Current neural response generation…

计算与语言 · 计算机科学 2020-12-09 Anuradha Welivita , Pearl Pu

Generating appropriate emotions for responses is essential for dialog systems to provide human-like interaction in various application scenarios. Most previous dialog systems tried to achieve this goal by learning empathetic manners from…

计算与语言 · 计算机科学 2024-04-12 Zhiyuan Wen , Jiannong Cao , Jiaxing Shen , Ruosong Yang , Shuaiqi Liu , Maosong Sun

Improving the emotional awareness of pre-trained language models is an emerging important problem for dialogue generation tasks. Although prior studies have introduced methods to improve empathetic dialogue generation, few have discussed…

计算与语言 · 计算机科学 2023-02-06 Yiren Liu , Halil Kilicoglu

The majority of current systems for end-to-end dialog generation focus on response quality without an explicit control over the affective content of the responses. In this paper, we present an affect-driven dialog system, which generates…

计算与语言 · 计算机科学 2019-04-08 Pierre Colombo , Wojciech Witon , Ashutosh Modi , James Kennedy , Mubbasir Kapadia

Understanding the reason for emotional support response is crucial for establishing connections between users and emotional support dialogue systems. Previous works mostly focus on generating better responses but ignore interpretability,…

计算与语言 · 计算机科学 2024-06-18 Tenggan Zhang , Xinjie Zhang , Jinming Zhao , Li Zhou , Qin Jin

Empathetic response generation endows agents with the capability to comprehend dialogue contexts and react to expressed emotions. Previous works predominantly focus on leveraging the speaker's emotional labels, but ignore the importance of…

计算与语言 · 计算机科学 2024-08-22 Xinhao Chen , Chong Yang , Man Lan , Li Cai , Yang Chen , Tu Hu , Xinlin Zhuang , Aimin Zhou

Empathetic response generation aims to comprehend the cognitive and emotional states in dialogue utterances and generate proper responses. Psychological theories posit that comprehending emotional and cognitive states necessitates…

计算与语言 · 计算机科学 2024-06-04 Zhou Yang , Zhaochun Ren , Yufeng Wang , Chao Chen , Haizhou Sun , Xiaofei Zhu , Xiangwen Liao

Effective feature representations play a critical role in enhancing the performance of text generation models that rely on deep neural networks. However, current approaches suffer from several drawbacks, such as the inability to capture the…

计算与语言 · 计算机科学 2024-02-27 Omama Hamad , Ali Hamdi , Khaled Shaban

Empathetic response generation endeavors to empower dialogue systems to perceive speakers' emotions and generate empathetic responses accordingly. Psychological research demonstrates that emotion, as an essential factor in empathy,…

计算与语言 · 计算机科学 2024-03-26 Wang Yufeng , Chen Chao , Yang Zhou , Wang Shuhui , Liao Xiangwen

Creating agents that can both appropriately respond to conversations and understand complex human linguistic tendencies and social cues has been a long standing challenge in the NLP community. A recent pillar of research revolves around…

机器学习 · 计算机科学 2022-07-18 Eriq Augustine , Pegah Jandaghi , Alon Albalak , Connor Pryor , Charles Dickens , William Wang , Lise Getoor

The task of empathetic response generation aims to understand what feelings a speaker expresses on his/her experiences and then reply to the speaker appropriately. To solve the task, it is essential to model the content-emotion duality of a…

计算与语言 · 计算机科学 2022-09-27 Peiqin Lin , Jiashuo Wang , Hinrich Schütze , Wenjie Li

Towards human-like dialogue systems, current emotional dialogue approaches jointly model emotion and semantics with a unified neural network. This strategy tends to generate safe responses due to the mutual restriction between emotion and…

计算与语言 · 计算机科学 2024-10-02 Yushan Qian , Bo Wang , Shangzhao Ma , Wu Bin , Shuo Zhang , Dongming Zhao , Kun Huang , Yuexian Hou

Empathy is a crucial factor in open-domain conversations, which naturally shows one's caring and understanding to others. Though several methods have been proposed to generate empathetic responses, existing works often lead to monotonous…

计算与语言 · 计算机科学 2023-07-11 Guanqun Bi , Lei Shen , Yanan Cao , Meng Chen , Yuqiang Xie , Zheng Lin , Xiaodong He