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Emotional support conversations require more than fluent responses. Supporters need to understand the seeker's situation and emotions, adopt an appropriate strategy, and respond in a natural, human-like manner. Despite advances in large…

Computation and Language · Computer Science 2026-04-10 Yunxiao Wang , Meng Liu , Kaiyu Jiang , Bin Wen , Fan Yang , Tingting Gao , Lizi Liao

Achieving empathy is a crucial step toward humanized dialogue systems. Current approaches for empathetic dialogue generation mainly perceive an emotional label to generate an empathetic response conditioned on it, which simply treat…

Computation and Language · Computer Science 2023-11-28 Fengyi Fu , Lei Zhang , Quan Wang , Zhendong Mao

Evaluation of open-domain dialogue systems is highly challenging and development of better techniques is highlighted time and again as desperately needed. Despite substantial efforts to carry out reliable live evaluation of systems in…

Computation and Language · Computer Science 2022-03-14 Tianbo Ji , Yvette Graham , Gareth J. F. Jones , Chenyang Lyu , Qun Liu

Research exploring linguistic markers in individuals with depression has demonstrated that language usage can serve as an indicator of mental health. This study investigates the impact of discussion topic as context on linguistic markers…

Computation and Language · Computer Science 2024-11-25 Neha Sharma , Kairit Sirts

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

Dialogue systems capable of social influence such as persuasion, negotiation, and therapy, are essential for extending the use of technology to numerous realistic scenarios. However, existing research primarily focuses on either…

Computation and Language · Computer Science 2023-01-26 Kushal Chawla , Weiyan Shi , Jingwen Zhang , Gale Lucas , Zhou Yu , Jonathan Gratch

Conversational Large Language Models are post-trained on language that expresses specific behavioural traits, such as curiosity, open-mindedness, and empathy, and values, such as helpfulness, harmlessness, and honesty. This is done to…

Computation and Language · Computer Science 2026-05-11 Arnav Arora , Natalie Schluter , Katherine Metcalf , Maartje ter Hoeve

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

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

Changing someone's opinion is arguably one of the most important challenges of social interaction. The underlying process proves difficult to study: it is hard to know how someone's opinions are formed and whether and how someone's views…

Social and Information Networks · Computer Science 2016-02-09 Chenhao Tan , Vlad Niculae , Cristian Danescu-Niculescu-Mizil , Lillian Lee

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

One challenge for dialogue agents is recognizing feelings in the conversation partner and replying accordingly, a key communicative skill. While it is straightforward for humans to recognize and acknowledge others' feelings in a…

Computation and Language · Computer Science 2019-08-30 Hannah Rashkin , Eric Michael Smith , Margaret Li , Y-Lan Boureau

How can we train a dialog model to produce better conversations by learning from human feedback, without the risk of humans teaching it harmful chat behaviors? We start by hosting models online, and gather human feedback from real-time,…

Understanding citizens' values in participatory systems is crucial for citizen-centric policy-making. We envision a hybrid participatory system where participants make choices and provide motivations for those choices, and AI agents…

Artificial Intelligence · Computer Science 2025-02-12 Enrico Liscio , Luciano C. Siebert , Catholijn M. Jonker , Pradeep K. Murukannaiah

Providing timely support and intervention is crucial in mental health settings. As the need to engage youth comfortable with texting increases, mental health providers are exploring and adopting text-based media such as chatbots,…

Human-Computer Interaction · Computer Science 2024-06-18 Kellie Yu Hui Sim , Kohleen Tijing Fortuno , Kenny Tsu Wei Choo

Apart from the coherence and fluency of responses, an empathetic chatbot emphasizes more on people's feelings. By considering altruistic behaviors between human interaction, empathetic chatbots enable people to get a better interactive and…

Computation and Language · Computer Science 2021-10-11 Jiun-Hao Jhan , Chao-Peng Liu , Shyh-Kang Jeng , Hung-Yi Lee

Neural task-oriented dialogue systems often struggle to smoothly interface with a knowledge base. In this work, we seek to address this problem by proposing a new neural dialogue agent that is able to effectively sustain grounded,…

Computation and Language · Computer Science 2017-07-17 Mihail Eric , Christopher D. Manning

The development of trustworthy conversational information-seeking systems relies on dialogue models that can generate faithful and accurate responses based on relevant knowledge texts. However, two main challenges hinder this task. Firstly,…

Computation and Language · Computer Science 2023-11-03 Wanyu Du , Yangfeng Ji

Many dialogue systems (DSs) lack characteristics humans have, such as emotion perception, factuality, and informativeness. Enhancing DSs with knowledge alleviates this problem, but, as many ways of doing so exist, keeping track of all…

Computation and Language · Computer Science 2022-12-21 Sagi Shaier , Lawrence Hunter , Katharina Kann

We argue that enabling human-AI dialogue, purposed to support joint reasoning (i.e., 'inquiry'), is important for ensuring that AI decision making is aligned with human values and preferences. In particular, we point to logic-based models…

Artificial Intelligence · Computer Science 2024-05-29 Elfia Bezou-Vrakatseli , Oana Cocarascu , Sanjay Modgil