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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…

Computation and Language · Computer Science 2021-06-03 Siyang Liu , Chujie Zheng , Orianna Demasi , Sahand Sabour , Yu Li , Zhou Yu , Yong Jiang , Minlie Huang

Emotional Support Conversation (ESC) is a typical dialogue that can effectively assist the user in mitigating emotional pressures. However, owing to the inherent subjectivity involved in analyzing emotions, current non-artificial…

Computation and Language · Computer Science 2024-08-05 Huaiwen Zhang , Yu Chen , Ming Wang , Shi Feng

Emotional Support Conversation (ESC) aims to provide empathetic and effective emotional assistance through dialogue, addressing the growing demand for mental health support. This paper presents our solution for the NLPCC 2025 Task 8 ESC…

Artificial Intelligence · Computer Science 2025-12-12 Shiquan Wang , Ruiyu Fang , Zhongjiang He , Shuangyong Song , Yongxiang Li

Crowdsourced dialogue corpora are usually limited in scale and topic coverage due to the expensive cost of data curation. This would hinder the generalization of downstream dialogue models to open-domain topics. In this work, we leverage…

Computation and Language · Computer Science 2023-05-19 Chujie Zheng , Sahand Sabour , Jiaxin Wen , Zheng Zhang , Minlie Huang

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

Emotional Support Conversation (ESC) aims to assist individuals experiencing distress by generating empathetic and supportive dialogue. While prior work typically assumes that each supporter turn corresponds to a single strategy, real-world…

Computation and Language · Computer Science 2026-04-21 Jie Zhu , Huaixia Dou , Junhui Li , Lifan Guo , Feng Chen , Jinsong Su , Chi Zhang , Fang Kong

Emotional support conversation (ESC) aims to alleviate the emotional distress of individuals through effective conversations. Although large language models (LLMs) have obtained remarkable progress on ESC, most of these studies might not…

Computation and Language · Computer Science 2025-08-28 Xiaoyu Wang , Yue Zhao , Qingqing Gu , Zhonglin Jiang , Xiaokai Chen , Yong Chen , Luo Ji

Emotional Support Conversations (ESC) are crucial for providing empathy, validation, and actionable guidance to individuals in distress. However, existing definitions of the ESC task oversimplify the structure of supportive responses,…

Computation and Language · Computer Science 2025-05-22 Xin Bai , Guanyi Chen , Tingting He , Chenlian Zhou , Yu Liu

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

Emotion Support Conversation (ESC) is an emerging and challenging task with the goal of reducing the emotional distress of people. Previous attempts fail to maintain smooth transitions between utterances in ESC because they ignore to grasp…

Computation and Language · Computer Science 2023-05-08 Weixiang Zhao , Yanyan Zhao , Shilong Wang , Bing Qin

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

Unlike empathetic dialogues, the system in emotional support conversations (ESC) is expected to not only convey empathy for comforting the help-seeker, but also proactively assist in exploring and addressing their problems during the…

Computation and Language · Computer Science 2023-05-18 Yang Deng , Wenxuan Zhang , Yifei Yuan , Wai Lam

Emotional support conversation (ESC) aims to alleviate the emotional distress of individuals through effective conversations. Although large language models (LLMs) have obtained remarkable progress on ESC, most of these studies might not…

Computation and Language · Computer Science 2026-05-11 Yue Zhao , Qingqing Gu , Xiaoyu Wang , Teng Chen , Zhonglin Jiang , Yong Chen , Luo Ji

Emotional Support Conversation (ESC) systems are pivotal in providing empathetic interactions, aiding users through negative emotional states by understanding and addressing their unique experiences. In this paper, we tackle two key…

Computation and Language · Computer Science 2024-04-04 Zhe Xu , Daoyuan Chen , Jiayi Kuang , Zihao Yi , Yaliang Li , Ying Shen

Emotional Support Conversation aims at reducing the seeker's emotional distress through supportive response. Existing approaches have two limitations: (1) They ignore the emotion causes of the distress, which is important for fine-grained…

Computation and Language · Computer Science 2024-02-01 Wei Chen , Hengxu Lin , Qun Zhang , Xiaojin Zhang , Xiang Bai , Xuanjing Huang , Zhongyu Wei

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

Providing Emotional Support (ES) to soothe people in emotional distress is an essential capability in social interactions. Most existing researches on building ES conversation systems only considered single-turn interactions with users,…

Computation and Language · Computer Science 2022-10-11 Yi Cheng , Wenge Liu , Wenjie Li , Jiashuo Wang , Ruihui Zhao , Bang Liu , Xiaodan Liang , Yefeng Zheng

Emotional support conversation (ESC) aims to provide emotional support (ES) to improve one's mental state. Existing works stay at fitting grounded responses and responding strategies (e.g., question), which ignore the effect on ES and lack…

Computation and Language · Computer Science 2023-07-18 Jinfeng Zhou , Zhuang Chen , Bo Wang , Minlie Huang

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,…

Computation and Language · Computer Science 2024-06-18 Tenggan Zhang , Xinjie Zhang , Jinming Zhao , Li Zhou , Qin Jin

Emotional Support Conversation requires not only affective expression but also grounded instrumental support to provide trustworthy guidance. However, existing ESC systems and benchmarks largely focus on affective support in text-only…

Artificial Intelligence · Computer Science 2026-05-11 Xingyu Sui , Yanyan Zhao , Yulin Hu , Jiahe Guo , Weixiang Zhao , Bing Qin
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