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Related papers: Improving Multi-turn Emotional Support Dialogue Ge…

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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…

Computation and Language · Computer Science 2019-08-22 Zhaojiang Lin , Andrea Madotto , Jamin Shin , Peng Xu , Pascale Fung

Speech emotions play a crucial role in human-computer interaction, shaping engagement and context-aware communication. Despite recent advances in spoken dialogue systems, a holistic system for evaluating emotional reasoning is still…

Emotional support conversation (ESC) helps reduce people's psychological stress and provide emotional value through interactive dialogues. Due to the high cost of crowdsourcing a large ESC corpus, recent attempts use large language models…

Computation and Language · Computer Science 2025-06-23 Zhuang Chen , Yaru Cao , Guanqun Bi , Jincenzi Wu , Jinfeng Zhou , Xiyao Xiao , Si Chen , Hongning Wang , Minlie Huang

Intelligent dialogue systems are increasingly deployed in emotionally and ethically sensitive settings, where failures in either emotional attunement or ethical judgment can cause significant harm. Existing dialogue models typically address…

Computation and Language · Computer Science 2026-04-13 Jiawen Deng , Wei Li , Wentao Zhang , Ziyun Jiao , Fuji Ren

Emotional Support Conversation (ESC) systems aim to alleviate users' emotional difficulties and provide long-term, systematic support for emotional well-being. However, most large language model (LLM)-based ESC systems rely on predefined…

Artificial Intelligence · Computer Science 2025-08-19 Ting Yang , Li Chen , Huimin Wang

Emotional Support Conversation (ESC) plays a vital role in alleviating psychological stress and providing emotional value through dialogue. While recent studies have largely focused on data augmentation and synthetic corpus construction,…

Computation and Language · Computer Science 2026-01-26 Jie Zhu , Yuanchen Zhou , Shuo Jiang , Junhui Li , Lifan Guo , Feng Chen , Chi Zhang , Fang Kong

Emotional Support Conversation (ESC) is a task aimed at alleviating individuals' emotional distress through daily conversation. Given its inherent complexity and non-intuitive nature, ESConv dataset incorporates support strategies to…

Computation and Language · Computer Science 2025-05-27 Dongjin Kang , Sunghwan Kim , Taeyoon Kwon , Seungjun Moon , Hyunsouk Cho , Youngjae Yu , Dongha Lee , Jinyoung Yeo

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…

Computation and Language · Computer Science 2022-08-04 Yuhan Liu , Jun Gao , Jiachen Du , Lanjun Zhou , Ruifeng Xu

An intelligent dialogue system in a multi-turn setting should not only generate the responses which are of good quality, but it should also generate the responses which can lead to long-term success of the dialogue. Although, the current…

Computation and Language · Computer Science 2023-01-12 Anant Khandelwal

How can we better understand the mechanisms behind multi-turn information seeking dialogues? How can we use these insights to design a dialogue system that does not require explicit query formulation upfront as in question answering? To…

Information Retrieval · Computer Science 2020-12-08 Svitlana Vakulenko , Vadim Savenkov , Maarten de Rijke

In emotional support conversations, unclear intentions can lead supporters to employ inappropriate strategies, inadvertently imposing their expectations or solutions on the seeker. Clearly defined intentions are essential for guiding both…

Computation and Language · Computer Science 2025-06-09 Xinjie Zhang , Wenxuan Wang , Qin Jin

Empathetic dialogue requires not only recognizing a user's emotional state but also making strategy-aware, context-sensitive decisions throughout response generation. However, the lack of a comprehensive empathy strategy framework, explicit…

Computation and Language · Computer Science 2026-04-21 Hongru Ji , Yuyin Fan , Meng Zhao , Xianghua Li , Lianwei Wu , Chao Gao

Dialogue systems for mental health care aim to provide appropriate support to individuals experiencing mental distress. While extensive research has been conducted to deliver adequate emotional support, existing studies cannot identify…

Computation and Language · Computer Science 2024-08-13 Seungyeon Seo , Gary Geunbae Lee

Existing emotional support conversation (ESC) systems mainly rely on end-to-end response generation or coarse strategy supervision, offering limited interpretability and little support for systematic skill improvement. We propose…

Computation and Language · Computer Science 2026-05-28 Jie Zhu , Huaixia Dou , Shuo Jiang , Junhui Li , Lifan Guo , Feng Chen , Chi Zhang , Fang Kong

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…

Computation and Language · Computer Science 2024-07-29 Aravind Sesagiri Raamkumar , Siyuan Brandon Loh

Limited by the computational capabilities and battery energy of terminal devices and network bandwidth, emotion recognition tasks fail to achieve good interactive experience for users. The intolerable latency for users also seriously…

Networking and Internet Architecture · Computer Science 2019-06-06 Long Hu , Wei Li , Jun Yang , Giancarlo Fortino , Min Chen

Open-domain dialog systems (also known as chatbots) have increasingly drawn attention in natural language processing. Some of the recent work aims at incorporating affect information into sequence-to-sequence neural dialog modeling, making…

Computation and Language · Computer Science 2020-06-25 Yubo Xie , Ekaterina Svikhnushina , Pearl Pu

Large language models (LLMs) have been widely applied to emotional support conversation (ESC). However, complex multi-turn support remains challenging.This is because existing alignment schemes rely on sparse outcome-level signals, thus…

Computation and Language · Computer Science 2026-04-30 Chenghui Zou , Ning Wang , Tiesunlong Shen , Luwei Xiao , Chuan Ma , Xiangpeng Li , Rui Mao , Erik Cambria

Conversational recommender systems (CRSs) are able to elicit user preferences through multi-turn dialogues. They typically incorporate external knowledge and pre-trained language models to capture the dialogue context. Most CRS approaches,…

Information Retrieval · Computer Science 2024-09-18 Xiaoyu Zhang , Ruobing Xie , Yougang Lyu , Xin Xin , Pengjie Ren , Mingfei Liang , Bo Zhang , Zhanhui Kang , Maarten de Rijke , Zhaochun Ren

Emotion Support Conversation (ESC) is a crucial application, which aims to reduce human stress, offer emotional guidance, and ultimately enhance human mental and physical well-being. With the advancement of Large Language Models (LLMs),…

Computation and Language · Computer Science 2024-10-29 Haiquan Zhao , Lingyu Li , Shisong Chen , Shuqi Kong , Jiaan Wang , Kexin Huang , Tianle Gu , Yixu Wang , Wang Jian , Dandan Liang , Zhixu Li , Yan Teng , Yanghua Xiao , Yingchun Wang