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相关论文: Exemplars-guided Empathetic Response Generation Co…

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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

Empathetic Conversational Systems (ECS) are built to respond empathetically to the user's emotions and sentiments, regardless of the application domain. Current ECS studies evaluation approaches are restricted to offline evaluation…

计算与语言 · 计算机科学 2024-07-29 Aravind Sesagiri Raamkumar , Siyuan Brandon Loh

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

Emotional language generation is one of the keys to human-like artificial intelligence. Humans use different type of emotions depending on the situation of the conversation. Emotions also play an important role in mediating the engagement…

计算与语言 · 计算机科学 2019-11-27 Sashank Santhanam , Samira Shaikh

Empathetic response generation is designed to comprehend the emotions of others and select the most appropriate strategies to assist them in resolving emotional challenges. Empathy can be categorized into cognitive empathy and affective…

计算与语言 · 计算机科学 2024-08-01 Yuxuan Hu , Minghuan Tan , Chenwei Zhang , Zixuan Li , Xiaodan Liang , Min Yang , Chengming Li , Xiping Hu

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

Empathy indicates an individual's ability to understand others. Over the past few years, empathy has drawn attention from various disciplines, including but not limited to Affective Computing, Cognitive Science, and Psychology. Detecting…

人机交互 · 计算机科学 2025-08-12 Md Rakibul Hasan , Md Zakir Hossain , Shreya Ghosh , Aneesh Krishna , Tom Gedeon

Empathetic response generation is a crucial task for creating more human-like and supportive conversational agents. However, existing methods face a core trade-off between the analytical depth of specialized models and the generative…

计算与语言 · 计算机科学 2026-01-21 Ziqi Liu , Ziyang Zhou , Yilin Li , Haiyang Zhang , Yangbin Chen

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

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

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

Empathy is central to human connection, yet people often struggle to express it effectively. In blinded evaluations, large language models (LLMs) generate responses that are often judged more empathic than human-written ones. Yet when a…

计算与语言 · 计算机科学 2026-03-17 Aakriti Kumar , Nalin Poungpeth , Diyi Yang , Bruce Lambert , Matthew Groh

As a critical step to achieve human-like chatbots, empathetic response generation has attained increasing interests. Previous attempts are incomplete and not sufficient enough to elicit empathy because they only focus on the initial aspect…

计算与语言 · 计算机科学 2023-05-08 Weixiang Zhao , Yanyan Zhao , Xin Lu , Bing Qin

This paper investigates the empathetic responding capabilities of ChatGPT, particularly its latest iteration, GPT-4, in comparison to human-generated responses to a wide range of emotional scenarios, both positive and negative. We employ a…

人机交互 · 计算机科学 2024-03-12 Anuradha Welivita , Pearl Pu

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

Current approaches to empathetic response generation view the set of emotions expressed in the input text as a flat structure, where all the emotions are treated uniformly. We argue that empathetic responses often mimic the emotion of the…

Recent approaches for empathetic response generation mainly focus on emotional resonance and user understanding, without considering the system's personality. Consistent personality is evident in real human expression and is important for…

计算与语言 · 计算机科学 2024-08-06 Yahui Fu , Chenhui Chu , Tatsuya Kawahara

Measuring empathy in conversation can be challenging, as empathy is a complex and multifaceted psychological construct that involves both cognitive and emotional components. Human evaluations can be subjective, leading to inconsistent…

人工智能 · 计算机科学 2023-01-31 Bushra Amjad , Muhammad Zeeshan , Mirza Omer Beg

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 dialogue is an indispensable part of building harmonious social relationships and contributes to the development of a helpful AI. Previous approaches are mainly based on fine small-scale language models. With the advent of…

计算与语言 · 计算机科学 2024-07-29 Yushan Qian , Wei-Nan Zhang , Ting Liu