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Previous research has shown that humans are more receptive towards language models that that exhibit empathetic behavior. While empathy is essential for developing helpful dialogue agents, very few large corpora containing empathetic…

计算与语言 · 计算机科学 2025-02-26 Run Chen , Jun Shin , Julia Hirschberg

Emotion Recognition in Conversation (ERC) has become a fundamental capability for large language models (LLMs) in human-centric interaction. Beyond accurate recognition, coherent emotional expression is also crucial, yet both are limited by…

人工智能 · 计算机科学 2026-04-21 Shaowei Zhang , Faqiang Qian , Yan Chen , Ziliang Wang , Kang An , Yong Dai , Mengya Gao , Yichao Wu

Large Language Models (LLMs), such as ChatGPT, exhibit advanced capabilities in generating text, images, and videos. However, their effective use remains constrained by challenges in prompt formulation, personalization, and opaque…

人机交互 · 计算机科学 2025-03-04 Si Thu , A. Baki Kocaballi

How do we communicate with others to achieve our goals? We use our prior experience or advice from others, or construct a candidate utterance by predicting how it will be received. However, our experiences are limited and biased, and…

人工智能 · 计算机科学 2023-11-06 Ryan Liu , Howard Yen , Raja Marjieh , Thomas L. Griffiths , Ranjay Krishna

Advances in large language models (LLMs) have encouraged their adoption in the healthcare domain where vital clinical information is often contained in unstructured notes. Cancer staging status is available in clinical reports, but it…

计算与语言 · 计算机科学 2024-08-30 Chia-Hsuan Chang , Mary M. Lucas , Yeawon Lee , Christopher C. Yang , Grace Lu-Yao

Empathetic response from the therapist is key to the success of clinical psychotherapy, especially motivational interviewing. Previous work on computational modelling of empathy in motivational interviewing has focused on offline,…

计算与语言 · 计算机科学 2021-05-21 Zixiu Wu , Rim Helaoui , Vivek Kumar , Diego Reforgiato Recupero , Daniele Riboni

Employing voice-based emotion recognition function in artificial intelligence (AI) product will improve the user experience. Most of researches that have been done only focus on the speech collected under controlled conditions. The…

音频与语音处理 · 电气工程与系统科学 2018-03-06 Fei Tao , Gang Liu , Qingen Zhao

Large language models (LLMs) and their variants have shown extraordinary efficacy across numerous downstream natural language processing (NLP) tasks, which has presented a new vision for the development of NLP. Despite their remarkable…

计算与语言 · 计算机科学 2024-01-18 Yazhou Zhang , Mengyao Wang , Youxi Wu , Prayag Tiwari , Qiuchi Li , Benyou Wang , Jing Qin

Depression remains widely underdiagnosed and undertreated because stigma and subjective symptom ratings hinder reliable screening. To address this challenge, we propose a coarse-to-fine, multi-stage framework that leverages large language…

人工智能 · 计算机科学 2026-04-14 Shiyu Teng , Jiaqing Liu , Hao Sun , Yu Li , Shurong Chai , Ruibo Hou , Tomoko Tateyama , Lanfen Lin , Yen-Wei Chen

Mental health is a growing global concern, prompting interest in AI-driven solutions to expand access to psychosocial support. \emph{Peer support}, grounded in lived experience, offers a valuable complement to professional care. However,…

人机交互 · 计算机科学 2026-04-10 Kellie Yu Hui Sim , Roy Ka-Wei Lee , Kenny Tsu Wei Choo

Human acceptance of social robots is greatly effected by empathy and perceived understanding. This necessitates accurate and flexible responses to various input data from the user. While systems such as this can become increasingly complex…

机器人学 · 计算机科学 2024-12-31 Jordan Sinclair , Christopher Reardon

The advent of large language models (LLMs) such as ChatGPT has attracted considerable attention in various domains due to their remarkable performance and versatility. As the use of these models continues to grow, the importance of…

神经与进化计算 · 计算机科学 2024-01-19 Jill Baumann , Oliver Kramer

Continuous emotional image generation (C-EICG) is emerging rapidly due to its ability to produce images aligned with both user descriptions and continuous emotional values. However, existing approaches lack emotional feedback from generated…

计算机视觉与模式识别 · 计算机科学 2025-11-27 Jingyang Jia , Kai Shu , Gang Yang , Long Xing , Xun Chen , Aiping Liu

While increasing research focuses on the emotional well-being of agile team members, a significant gap remains in emotion monitoring studies for Scrum Masters and meeting organizers, whose impact on team dynamics is crucial. This paper…

人工智能 · 计算机科学 2026-05-19 Jingni Huang , Peter Bloodsworth

Large Language Models (LLMs) have proven immensely beneficial in education by capturing vast amounts of literature-based information, allowing them to generate context without relying on external sources. In this paper, we propose a…

信息检索 · 计算机科学 2025-07-03 Umar Ali Khan , Ekram Khan , Fiza Khan , Athar Ali Moinuddin

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…

计算与语言 · 计算机科学 2025-06-09 Xinjie Zhang , Wenxuan Wang , Qin Jin

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…

计算与语言 · 计算机科学 2026-04-30 Chenghui Zou , Ning Wang , Tiesunlong Shen , Luwei Xiao , Chuan Ma , Xiangpeng Li , Rui Mao , Erik Cambria

Emotional and mental well-being are vital components of quality of life, and with the rise of smart devices like smartphones, wearables, and artificial intelligence (AI), new opportunities for monitoring emotions in everyday settings have…

人机交互 · 计算机科学 2025-08-06 Pragya Singh , Ankush Gupta , Mohan Kumar , Pushpendra Singh

We introduce a pipeline that leverages Large Language Models (LLMs) to transform single-turn psychotherapy counseling sessions into multi-turn interactions. While AI-supported online counseling services for individuals with mental disorders…

计算与语言 · 计算机科学 2024-06-14 Jun-Woo Kim , Ji-Eun Han , Jun-Seok Koh , Hyeon-Tae Seo , Du-Seong Chang

Emotion recognition is a critical task in human-computer interaction, enabling more intuitive and responsive systems. This study presents a multimodal emotion recognition system that combines low-level information from audio and text,…

音频与语音处理 · 电气工程与系统科学 2025-01-23 Shamin Bin Habib Avro , Taieba Taher , Nursadul Mamun