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The rising demand for mental health care has fueled interest in AI-driven counseling systems. While large language models (LLMs) offer significant potential, current approaches face challenges, including limited understanding of clients'…

计算与语言 · 计算机科学 2025-06-25 Zhiyang Qi , Keiko Takamizo , Mariko Ukiyo , Michimasa Inaba

Purpose: Emotion is a fundamental component of human communication, shaping understanding, trust, and engagement across domains such as education, healthcare, and mental health. While large language models (LLMs) exhibit strong reasoning…

计算与语言 · 计算机科学 2025-10-15 Yurui Dong , Luozhijie Jin , Yao Yang , Bingjie Lu , Jiaxi Yang , Zhi Liu

Emotion Recognition in Conversation (ERC) is a crucial task for understanding human emotions and enabling natural human-computer interaction. Although Large Language Models (LLMs) have recently shown great potential in this field, their…

人工智能 · 计算机科学 2026-04-14 Xinran Li , Yu Liu , Jiaqi Qiao , Xiujuan Xu

As power systems decarbonise and digitalise, high penetrations of distributed energy resources and flexible tariffs make electric power marketing (EPM) a key interface between regulation, system operation and sustainable-energy deployment.…

计算与语言 · 计算机科学 2026-02-02 Jinzhi Wang , Qingke Peng , Haozhou Li , Zeyuan Zeng , Jiangbo Zhang , Kaixuan Yang , Ningyong Wu , Qinfeng Song , Ruimeng Li , Biyi Zhou

In this paper we introduce Epistemic Strategy Logic (ESL), an extension of Strategy Logic with modal operators for individual knowledge. This enhanced framework allows us to represent explicitly and to reason about the knowledge agents have…

计算机科学中的逻辑 · 计算机科学 2014-04-04 Francesco Belardinelli

Conventional augmentative and alternative communication (AAC) systems and language-learning platforms often fail to adapt in real time to the user's cognitive and linguistic needs, especially in neurological conditions such as post-stroke…

人机交互 · 计算机科学 2025-08-01 Ismail Hossain , Mridul Banik

This work investigates whether synthetic emotional chain-of-thought data can improve the emotional reasoning abilities of smaller open large language models (LLMs). We design a multi-agent generation pipeline that produces therapy-style…

计算与语言 · 计算机科学 2026-01-06 Arjhun Sreedar , Rohan Pillay , Laukik Patade

Recent deployments of large language models (LLMs) as autonomous trading agents raise questions about whether financial decision-making competence generalizes beyond specific market patterns and how it should be trained and evaluated in…

机器学习 · 计算机科学 2026-04-21 Yuchen Pan , Soung Chang Liew

Depressive and anxiety disorders are widespread, necessitating timely identification and management. Recent advances in Large Language Models (LLMs) offer potential solutions, yet high costs and ethical concerns about training data remain…

计算与语言 · 计算机科学 2025-01-28 June M. Liu , Mengxia Gao , Sahand Sabour , Zhuang Chen , Minlie Huang , Tatia M. C. Lee

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 voice conversion (EVC) aims to change the emotional state of an utterance while preserving the linguistic content and speaker identity. In this paper, we propose a novel 2-stage training strategy for sequence-to-sequence emotional…

计算与语言 · 计算机科学 2021-06-10 Kun Zhou , Berrak Sisman , Haizhou Li

Emotion recognition in conversations (ERC) focuses on identifying emotion shifts within interactions, representing a significant step toward advancing machine intelligence. However, ERC data remains scarce, and existing datasets face…

人工智能 · 计算机科学 2025-08-08 Burak Can Kaplan , Hugo Cesar De Castro Carneiro , Stefan Wermter

Mental health has attracted substantial attention in recent years and LLM can be an effective technology for alleviating this problem owing to its capability in text understanding and dialogue. However, existing research in this domain…

计算与语言 · 计算机科学 2024-12-09 Jinpeng Hu , Tengteng Dong , Luo Gang , Hui Ma , Peng Zou , Xiao Sun , Dan Guo , Xun Yang , Meng Wang

Conversational systems are now capable of producing impressive and generally relevant responses. However, we have no visibility nor control of the socio-emotional strategies behind state-of-the-art Large Language Models (LLMs), which poses…

计算与语言 · 计算机科学 2024-12-09 Lorraine Vanel , Ariel R. Ramos Vela , Alya Yacoubi , Chloé Clavel

Strategic reasoning enables agents to cooperate, communicate, and compete with other agents in diverse situations. Existing approaches to solving strategic games rely on extensive training, yielding strategies that do not generalize to new…

人工智能 · 计算机科学 2023-05-31 Kanishk Gandhi , Dorsa Sadigh , Noah D. Goodman

Although Large Audio-Language Models (LALMs) have exhibited outstanding performance in auditory understanding, their performance in affective computing scenarios, particularly in emotion recognition, reasoning, and subtle sentiment…

声音 · 计算机科学 2025-09-23 Pengcheng Li , Botao Zhao , Zuheng Kang , Junqing Peng , Xiaoyang Qu , Yayun He , Jianzong Wang

This study focuses on emotion-sensitive spoken dialogue in human-machine speech interaction. With the advancement of Large Language Models (LLMs), dialogue systems can handle multimodal data, including audio. Recent models have enhanced the…

声音 · 计算机科学 2024-07-30 Hongfei Xue , Yuhao Liang , Bingshen Mu , Shiliang Zhang , Mengzhe Chen , Qian Chen , Lei Xie

Emotion Recognition in Conversation~(ERC) across modalities is of vital importance for a variety of applications, including intelligent healthcare, artificial intelligence for conversation, and opinion mining over chat history. The crux of…

计算与语言 · 计算机科学 2023-06-07 Xingwei Liang , You Zou , Ruifeng Xu

Speech Self-Supervised Learning (SSL) has demonstrated considerable efficacy in various downstream tasks. Nevertheless, prevailing self-supervised models often overlook the incorporation of emotion-related prior information, thereby…

音频与语音处理 · 电气工程与系统科学 2024-06-12 Rui Liu , Zening Ma

Family caregivers often face substantial mental health challenges due to their multifaceted roles and limited resources. This study explored the potential of a large language model (LLM)-powered conversational agent to deliver…