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The prevalence of mental disorders has become a significant issue, leading to the increased focus on Emotional Support Conversation as an effective supplement for mental health support. Existing methods have achieved compelling results,…

计算与语言 · 计算机科学 2023-10-12 Mengzhao Jia , Qianglong Chen , Liqiang Jing , Dawei Fu , Renyu Li

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,…

计算与语言 · 计算机科学 2026-01-26 Jie Zhu , Yuanchen Zhou , 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…

计算与语言 · 计算机科学 2023-05-18 Yang Deng , Wenxuan Zhang , Yifei Yuan , Wai Lam

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…

计算与语言 · 计算机科学 2021-06-03 Siyang Liu , Chujie Zheng , Orianna Demasi , Sahand Sabour , Yu Li , Zhou Yu , Yong Jiang , Minlie Huang

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…

计算与语言 · 计算机科学 2023-07-18 Jinfeng Zhou , Zhuang Chen , Bo Wang , Minlie Huang

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,…

计算与语言 · 计算机科学 2025-05-22 Xin Bai , Guanyi Chen , Tingting He , Chenlian Zhou , Yu Liu

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…

计算与语言 · 计算机科学 2024-02-01 Wei Chen , Hengxu Lin , Qun Zhang , Xiaojin Zhang , Xiang Bai , Xuanjing Huang , Zhongyu Wei

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…

计算与语言 · 计算机科学 2026-05-28 Jie Zhu , Huaixia Dou , Shuo Jiang , Junhui Li , Lifan Guo , Feng Chen , Chi Zhang , Fang Kong

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…

计算与语言 · 计算机科学 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 distress through empathetic dialogue, yet large language models (LLMs) face persistent challenges in delivering effective ESC due to low accuracy in strategy planning. Moreover, there…

计算与语言 · 计算机科学 2025-09-17 Yougen Zhou , Qin Chen , Ningning Zhou , Jie Zhou , Xingjiao Wu , Liang He

Recent advances in Emotional Support Conversation (ESC) have improved emotional support generation by fine-tuning Large Language Models (LLMs) via Supervised Fine-Tuning (SFT). However, common psychological errors still persist. While…

计算与语言 · 计算机科学 2026-01-19 Chao Zhang , Xin Shi , Xueqiao Zhang , Yifan Zhu , Yi Yang , Yawei Luo

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…

计算与语言 · 计算机科学 2024-08-05 Huaiwen Zhang , Yu Chen , Ming Wang , Shi Feng

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…

计算与语言 · 计算机科学 2025-05-27 Dongjin Kang , Sunghwan Kim , Taeyoon Kwon , Seungjun Moon , Hyunsouk Cho , Youngjae Yu , Dongha Lee , Jinyoung Yeo

Eliciting knowledge from pre-trained language models via prompt-based learning has shown great potential in many natural language processing tasks. Whereas, the applications for more complex tasks such as event extraction are less studied…

计算与语言 · 计算机科学 2022-05-16 Jiaju Lin , Qin Chen

Emotional Support Conversation (ESC) aims to alleviate individual emotional distress by generating empathetic responses. However, existing methods face challenges in effectively supporting deep contextual understanding. To address this…

计算与语言 · 计算机科学 2026-04-03 Yanxin Luo , Xiaoyu Zhang , Jing Li , Yan Gao , Donghong Han

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),…

As the use of interactive machines grow, the task of Emotion Recognition in Conversation (ERC) became more important. If the machine-generated sentences reflect emotion, more human-like sympathetic conversations are possible. Since emotion…

计算与语言 · 计算机科学 2022-04-22 Joosung Lee , Wooin Lee

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…

计算与语言 · 计算机科学 2024-04-04 Zhe Xu , Daoyuan Chen , Jiayi Kuang , Zihao Yi , Yaliang Li , Ying Shen

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…

人工智能 · 计算机科学 2026-05-11 Xingyu Sui , Yanyan Zhao , Yulin Hu , Jiahe Guo , Weixiang Zhao , Bing Qin

Applying existing methods to emotional support conversation -- which provides valuable assistance to people who are in need -- has two major limitations: (a) they generally employ a conversation-level emotion label, which is too…

计算与语言 · 计算机科学 2022-04-01 Quan Tu , Yanran Li , Jianwei Cui , Bin Wang , Ji-Rong Wen , Rui Yan
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