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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…

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 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…

人工智能 · 计算机科学 2025-12-12 Shiquan Wang , Ruiyu Fang , Zhongjiang He , Shuangyong Song , Yongxiang Li

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),…

Existing goal-oriented dialogue datasets focus mainly on identifying slots and values. However, customer support interactions in reality often involve agents following multi-step procedures derived from explicitly-defined company policies…

计算与语言 · 计算机科学 2021-04-05 Derek Chen , Howard Chen , Yi Yang , Alex Lin , Zhou Yu

Task-oriented conversational datasets often lack topic variability and linguistic diversity. However, with the advent of Large Language Models (LLMs) pretrained on extensive, multilingual and diverse text data, these limitations seem…

Using large language models (LLMs) to assist psychological counseling is a significant but challenging task at present. Attempts have been made on improving empathetic conversations or acting as effective assistants in the treatment with…

计算与语言 · 计算机科学 2024-06-11 Chenhao Zhang , Renhao Li , Minghuan Tan , Min Yang , Jingwei Zhu , Di Yang , Jiahao Zhao , Guancheng Ye , Chengming Li , Xiping Hu

Dialogue summarization has drawn much attention recently. Especially in the customer service domain, agents could use dialogue summaries to help boost their works by quickly knowing customer's issues and service progress. These applications…

计算与语言 · 计算机科学 2021-09-07 Haitao Lin , Liqun Ma , Junnan Zhu , Lu Xiang , Yu Zhou , Jiajun Zhang , Chengqing Zong

Despite growing interest in applications based on natural customer support conversations, there exist remarkably few publicly available datasets that reflect the expected characteristics of conversations in these settings. Existing…

计算与语言 · 计算机科学 2023-05-05 James Gung , Emily Moeng , Wesley Rose , Arshit Gupta , Yi Zhang , Saab Mansour

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

In the era of large language models (LLMs), a vast amount of conversation logs will be accumulated thanks to the rapid development trend of language UI. Conversation Analysis (CA) strives to uncover and analyze critical information from…

计算与语言 · 计算机科学 2024-09-24 Xinghua Zhang , Haiyang Yu , Yongbin Li , Minzheng Wang , Longze Chen , Fei Huang

Large Language Models (LLMs) have demonstrated promising potential in providing empathetic support during interactions. However, their responses often become verbose or overly formulaic, failing to adequately address the diverse emotional…

计算与语言 · 计算机科学 2024-12-12 Jing Ye , Lu Xiang , Yaping Zhang , Chengqing Zong

Large language models (LLMs) hold great promise for assisting clinical interviews due to their fluent interactive capabilities and extensive medical knowledge. However, the lack of high-quality interview dialogue data and widely accepted…

计算与语言 · 计算机科学 2025-04-15 Jing Chen , Zhihua Wei , Wei Zhang , Yingying Hu , Qiong Zhang

Inspired by conversational reading comprehension (CRC), this paper studies a novel task of leveraging reviews as a source to build an agent that can answer multi-turn questions from potential consumers of online businesses. We first build a…

计算与语言 · 计算机科学 2019-11-07 Hu Xu , Bing Liu , Lei Shu , Philip S. Yu

When communicating with elders with cognitive impairment, cognitive stimulation (CS) help to maintain the cognitive health of elders. Data sparsity is the main challenge in building CS-based dialogue systems, particularly in the Chinese…

计算与语言 · 计算机科学 2023-05-16 Jiyue Jiang , Sheng Wang , Qintong Li , Lingpeng Kong , Chuan Wu

Modern recommendation systems typically follow two complementary paradigms: collaborative filtering, which models long-term user preferences from historical interactions, and conversational recommendation systems (CRS), which interact with…

信息检索 · 计算机科学 2025-06-24 Vinaik Chhetri , Yousaf Reza , Moghis Fereidouni , Srijata Maji , Umar Farooq , AB Siddique

The growing need for psychological support due to increasing pressures has exposed the scarcity of relevant datasets, particularly in non-English languages. To address this, we propose a framework that leverages limited real-world data and…

计算与语言 · 计算机科学 2025-07-11 Yuanchen Shi , Longyin Zhang , Fang Kong

With the rapid growth of Artificial Intelligence, Large Language Models (LLMs) have become essential for Question Answering (QA) systems, improving efficiency and reducing human workload in customer service. The emergence of Vietnamese LLMs…

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

Creating effective dialogue systems for mental health support requires high-quality multi-turn counseling dialogue data, yet collecting real counselor-client conversations presents significant challenges, including privacy concerns, high…

计算与语言 · 计算机科学 2026-05-27 Huachuan Qiu , Zhenzhong Lan

Conversational recommender systems (CRSs) integrate both recommendation and dialogue tasks, making their evaluation uniquely challenging. Existing approaches primarily assess CRS performance by separately evaluating item recommendation and…

信息检索 · 计算机科学 2026-01-27 Nuo Chen , Quanyu Dai , Xiaoyu Dong , Piaohong Wang , Qinglin Jia , Zhaocheng Du , Zhenhua Dong , Xiao-Ming Wu
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