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Evaluating persona-aligned empathy in LLM-based dialogue agents remains challenging. User states are latent, feedback is sparse and difficult to verify in situ, and seemingly supportive turns can still accumulate into trajectories that…

人工智能 · 计算机科学 2026-03-17 Shiya Zhang , Yuhan Zhan , Ruixi Su , Ruihan Sun , Ziyi Song , Zhaohan Chen , Xiaofan Zhang

Large Language Models (LLMs) have demonstrated remarkable performance across various information-seeking and reasoning tasks. These computational systems drive state-of-the-art dialogue systems, such as ChatGPT and Bard. They also carry…

计算与语言 · 计算机科学 2023-10-13 Siyuan Brandon Loh , Aravind Sesagiri Raamkumar

The confluence of Artificial Intelligence and Computational Psychology presents an opportunity to model, understand, and interact with complex human psychological states through computational means. This paper presents a comprehensive,…

人工智能 · 计算机科学 2025-12-16 Anant Pareek

This paper investigates the empathetic responding capabilities of ChatGPT, particularly its latest iteration, GPT-4, in comparison to human-generated responses to a wide range of emotional scenarios, both positive and negative. We employ a…

人机交互 · 计算机科学 2024-03-12 Anuradha Welivita , Pearl Pu

Human computer interaction is shifting from screen-based systems to multimodal interfaces where artificial intelligence powered systems increasingly interpret user intent through speech, gesture, and gaze. Yet users rarely understand how…

人机交互 · 计算机科学 2026-05-05 Ankur Bhatt , Sven Mayer

We introduce CogME, a cognition-inspired, multi-dimensional evaluation metric designed for AI models focusing on story understanding. CogME is a framework grounded in human thinking strategies and story elements that involve story…

计算机视觉与模式识别 · 计算机科学 2024-05-21 Minjung Shin , Seongho Choi , Yu-Jung Heo , Minsu Lee , Byoung-Tak Zhang , Jeh-Kwang Ryu

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,…

计算与语言 · 计算机科学 2022-10-11 Yi Cheng , Wenge Liu , Wenjie Li , Jiashuo Wang , Ruihui Zhao , Bang Liu , Xiaodan Liang , Yefeng Zheng

Affective sharing within groups strengthens coordination and empathy, leads to better health outcomes, and increases productivity and performance. Existing tools for affective sharing face one main challenge: creating a representation of…

人机交互 · 计算机科学 2020-10-15 Chao Ying Qin , Marios Constantinides , Luca Maria Aiello , Daniele Quercia

Involving humans directly for the benefit of AI agents' training is getting traction thanks to several advances in reinforcement learning and human-in-the-loop learning. Humans can provide rewards to the agent, demonstrate tasks, design a…

Conversational agents (CAs) are revolutionizing human-computer interaction by evolving from text-based chatbots to empathetic digital humans (DHs) capable of rich emotional expressions. This paper explores the integration of neural and…

Empathetic response generation aims to generate empathetic responses by understanding the speaker's emotional feelings from the language of dialogue. Recent methods capture emotional words in the language of communicators and construct them…

计算与语言 · 计算机科学 2024-02-28 Zhou Yang , Zhaochun Ren , Yufeng Wang , Xiaofei Zhu , Zhihao Chen , Tiecheng Cai , Yunbing Wu , Yisong Su , Sibo Ju , Xiangwen Liao

Human-AI collaboration is evolving from a tool-based perspective to a partnership model where AI systems complement and enhance human capabilities. Traditional approaches often limit AI to a supportive role, missing the potential for…

人机交互 · 计算机科学 2025-02-04 Aung Pyae

This paper explores the growing presence of emotionally responsive artificial intelligence through a critical and interdisciplinary lens. Bringing together the voices of early-career researchers from multiple fields, it explores how AI…

As AI closely interacts with human society, it is crucial to ensure that its behavior is safe, altruistic, and aligned with human ethical and moral values. However, existing research on embedding ethical considerations into AI remains…

人工智能 · 计算机科学 2025-11-07 Feifei Zhao , Hui Feng , Haibo Tong , Zhengqiang Han , Erliang Lin , Enmeng Lu , Yinqian Sun , Yi Zeng

Emotional Support Conversation (ESC) is a typical dialogue that can effectively assist the user in mitigating emotional pressures. However, owing to the inherent subjectivity involved in analyzing emotions, current non-artificial…

计算与语言 · 计算机科学 2024-08-05 Huaiwen Zhang , Yu Chen , Ming Wang , Shi Feng

Emotion recognition in conversations is challenging due to the multi-modal nature of the emotion expression. We propose a hierarchical cross-attention model (HCAM) approach to multi-modal emotion recognition using a combination of recurrent…

音频与语音处理 · 电气工程与系统科学 2024-01-10 Soumya Dutta , Sriram Ganapathy

We propose a novel framework COLLAGE for generating collaborative agent-object-agent interactions by leveraging large language models (LLMs) and hierarchical motion-specific vector-quantized variational autoencoders (VQ-VAEs). Our model…

机器学习 · 计算机科学 2024-10-01 Divyanshu Daiya , Damon Conover , Aniket Bera

Ensuring robust and fair interview assessment remains a key challenge in AI-driven evaluation. This paper presents CoMAI, a general-purpose multi-agent interview framework designed for diverse assessment scenarios. In contrast to monolithic…

多智能体系统 · 计算机科学 2026-03-18 Gengxin Sun , Ruihao Yu , Liangyi Yin , Yunqi Yang , Bin Zhang , Zhiwei Xu

Several works have developed end-to-end pipelines for generating lip-synced talking faces with various real-world applications, such as teaching and language translation in videos. However, these prior works fail to create realistic-looking…

计算机视觉与模式识别 · 计算机科学 2023-03-28 Sahil Goyal , Shagun Uppal , Sarthak Bhagat , Yi Yu , Yifang Yin , Rajiv Ratn Shah

The integration of conversational artificial intelligence (AI) into mental health care promises a new horizon for therapist-client interactions, aiming to closely emulate the depth and nuance of human conversations. Despite the potential,…

多媒体 · 计算机科学 2024-10-22 Yuqi Chu , Lizi Liao , Zhiyuan Zhou , Chong-Wah Ngo , Richang Hong