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Large language models (LLMs) are becoming an increasingly important component of human--computer interaction, enabling users to coordinate a wide range of intelligent agents through natural language. While language-based interfaces are…

信号处理 · 电气工程与系统科学 2026-03-19 Junzi Zhang , Jianing Shen , Weijie Tu , Yi Zhang , Hailin Zhang , Tom Gedeon , Bin Jiang , Yue Yao

Multimodal Emotion Recognition (MER) focuses on identifying and interpreting emotions from modality-compound inputs. Closely mirroring human cognitive processes in real-world environments, MER has drawn substantial attention from both…

多媒体 · 计算机科学 2026-05-21 Hongrui Zhang , Daiqing Wu , Yangyang Li , Kuien Liu , Yuhui Wang , Yu Zhou , Sicheng Zhao

Psychological support hotlines provide critical support for individuals experiencing mental health emergencies, yet current assessments largely rely on human operators whose judgments may vary with professional experience and are…

计算与语言 · 计算机科学 2026-05-12 Terumi Chiba , Yang Luo , Ziyun Cui , Yongsheng Tong , Chao Zhang

Automatically annotating job data with standardized occupations from taxonomies, known as occupation classification, is crucial for labor market analysis. However, this task is often hindered by data scarcity and the challenges of manual…

计算与语言 · 计算机科学 2025-11-03 Palakorn Achananuparp , Ee-Peng Lim , Yao Lu

Understanding the multi-dimensional attributes and intensity nuances of image-evoked emotions is pivotal for advancing machine empathy and empowering diverse human-computer interaction applications. However, existing models are still…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Lancheng Gao , Ziheng Jia , Zixuan Xing , Wei Sun , Huiyu Duan , Guangtao Zhai , Xiongkuo Min

Large Language Models are now key assistants in human decision-making processes. However, a common note always seems to follow: "LLMs can make mistakes. Be careful with important info." This points to the reality that not all outputs from…

计算与语言 · 计算机科学 2025-05-16 Longchao Da , Parth Mitesh Shah , Kuan-Ru Liou , Jiaxing Zhang , Hua Wei

In the literature, existing human-centric emotional motion generation methods primarily focus on boosting performance within a single scale-fixed dataset, largely neglecting the flexible and scale-increasing motion scenarios (e.g., sports,…

人工智能 · 计算机科学 2025-12-23 Jiawen Wang , Jingjing Wang Tianyang Chen , Min Zhang , Guodong Zhou

Embodied decision-making enables agents to translate high-level goals into executable actions through continuous interactions within the physical world, forming a cornerstone of general-purpose embodied intelligence. Large language models…

Large language models (LLMs) can generate fluent dialogue, but prior works lack situational grounding, dynamic strategy control, and evaluation aligned with clinical standards in motivational interviewing (MI). We introduce StoryMI, a…

计算与语言 · 计算机科学 2026-05-28 Qingyu Meng , Min Chen , Dingming Liu , Yifan Mo , Yue Su , Xin Sun , Koen Hindriks , Jiahuan Pei

Learning therapeutic counseling involves significant role-play experience with mock patients, with current manual training methods providing only intermittent granular feedback. We seek to accelerate and optimize counselor training by…

人机交互 · 计算机科学 2025-02-27 Ian Steenstra , Farnaz Nouraei , Timothy W. Bickmore

Artificial intelligence (AI) has gained significant attention in healthcare consultation due to its potential to improve clinical workflow and enhance medical communication. However, owing to the complex nature of medical information, large…

计算与语言 · 计算机科学 2024-03-05 Xiaolan Chen , Ziwei Zhao , Weiyi Zhang , Pusheng Xu , Le Gao , Mingpu Xu , Yue Wu , Yinwen Li , Danli Shi , Mingguang He

Large language models (LLMs) show promising capabilities in predicting human emotions from text. However, the mechanisms through which these models process emotional stimuli remain largely unexplored. Our study addresses this gap by…

计算与语言 · 计算机科学 2025-07-01 Ala N. Tak , Amin Banayeeanzade , Anahita Bolourani , Mina Kian , Robin Jia , Jonathan Gratch

Large language models have revolutionized sign language generation by automatically transforming text into high-quality sign language videos, providing accessible communication for the Deaf community. However, existing LLM-based approaches…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Yanchao Zhao , Jihao Zhu , Yu Liu , Weizhuo Chen , Yuling Yang , Kun Peng

With large language models (LLMs) increasingly deployed as cognitive engines for AI agents, the reliability and effectiveness critically hinge on their intrinsic epistemic agency, which remains understudied. Epistemic agency, the ability to…

人工智能 · 计算机科学 2025-06-05 Lingyu Li , Yixu Wang , Haiquan Zhao , Shuqi Kong , Yan Teng , Chunbo Li , Yingchun Wang

Emotion recognition in conversations is essential for ensuring advanced human-machine interactions. However, creating robust and accurate emotion recognition systems in real life is challenging, mainly due to the scarcity of emotion…

计算与语言 · 计算机科学 2023-08-30 Théo Deschamps-Berger , Lori Lamel , Laurence Devillers

Empathetic response generation, aiming to understand the user's situation and feelings and respond empathically, is crucial in building human-like dialogue systems. Traditional approaches typically employ maximum likelihood estimation as…

计算与语言 · 计算机科学 2025-03-04 Hui Ma , Bo Zhang , Bo Xu , Jian Wang , Hongfei Lin , Xiao Sun

The emergence of large language models (LLMs) has unlocked boundless possibilities, along with significant challenges. In response, we developed a mental health support chatbot designed to augment professional healthcare, with a strong…

计算与语言 · 计算机科学 2025-09-08 Anandi Dutta , Shivani Mruthyunjaya , Jessica Saddington , Kazi Sifatul Islam

Emotional language generation is one of the keys to human-like artificial intelligence. Humans use different type of emotions depending on the situation of the conversation. Emotions also play an important role in mediating the engagement…

计算与语言 · 计算机科学 2019-11-27 Sashank Santhanam , Samira Shaikh

This position paper argues for a fundamental shift in how Large Language Models (LLMs) are integrated into the mental health care domain. We advocate for their role as co-creators rather than mere assistive tools. While LLMs have the…

人机交互 · 计算机科学 2025-06-03 Abeer Badawi , Md Tahmid Rahman Laskar , Jimmy Xiangji Huang , Shaina Raza , Elham Dolatabadi

Real-world multimodal applications often require any-to-any capabilities, enabling both understanding and generation across modalities including text, image, audio, and video. However, integrating the strengths of autoregressive language…

机器学习 · 计算机科学 2025-08-15 Jiulin Li , Ping Huang , Yexin Li , Shuo Chen , Juewen Hu , Ye Tian
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