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Recent significant advancements in Large Language Models (LLMs) have greatly propelled the development of Role-Playing Conversational Agents (RPCAs). These systems aim to create immersive user experiences through consistent persona…

Computation and Language · Computer Science 2025-09-05 Weihao Wu , Liang Cao , Xinyu Wu , Zhiwei Lin , Rui Niu , Jingbei Li , Zhiyong Wu

Recently, Role-Playing Agents (RPAs) have garnered increasing attention for their potential to deliver emotional value and facilitate sociological research. However, existing studies are primarily confined to the textual modality, unable to…

Artificial Intelligence · Computer Science 2025-02-18 Yanqi Dai , Huanran Hu , Lei Wang , Shengjie Jin , Xu Chen , Zhiwu Lu

The creation of high-quality multimodal datasets remains fundamental for advancing role-playing capabilities in large language models (LLMs). While existing works predominantly focus on text-based persona simulation, Audio Role-Playing…

Sound · Computer Science 2026-04-09 Wenyu Li , Xiaoqi Jiao , Yi Chang , Guangyan Zhang , Yiwen Guo

Role-play has become a key testbed for generative models, expanding from text-only dialogue to multimodal interaction. Extending role-play to speech captures prosody, emotion, and delivery, but also poses new evaluation challenges. Current…

Speech encompasses a wealth of information, including but not limited to content, paralinguistic, and environmental information. This comprehensive nature of speech significantly impacts communication and is crucial for human-computer…

Computation and Language · Computer Science 2025-01-17 Junyi Ao , Yuancheng Wang , Xiaohai Tian , Dekun Chen , Jun Zhang , Lu Lu , Yuxuan Wang , Haizhou Li , Zhizheng Wu

The rapid evolution of multimodal large models has revolutionized the simulation of diverse characters in speech dialogue systems, enabling a novel interactive paradigm. Character attributes are manifested not only in textual responses but…

Machine Learning · Computer Science 2026-04-16 Dongjie Fu , Fangming Feng , Xize Cheng , Linjun Li , Zhou Zhao , Tao Jin

The advent of large language models (LLMs) has significantly propelled the advancement of Role-Playing Agents (RPAs). However, current Role-Playing Agents predominantly focus on mimicking a character's fundamental attributes while…

Computation and Language · Computer Science 2024-11-06 Siyuan Chen , Qingyi Si , Chenxu Yang , Yunzhi Liang , Zheng Lin , Huan Liu , Weiping Wang

Role-Playing Agents (RPAs), benefiting from large language models, is an emerging interactive AI system that simulates roles or characters with diverse personalities. However, existing methods primarily focus on mimicking dialogues among…

Computation and Language · Computer Science 2025-06-06 Haonan Zhang , Run Luo , Xiong Liu , Yuchuan Wu , Ting-En Lin , Pengpeng Zeng , Qiang Qu , Feiteng Fang , Min Yang , Lianli Gao , Jingkuan Song , Fei Huang , Yongbin Li

Role-Playing Agent (RPA) is an increasingly popular type of LLM Agent that simulates human-like behaviors in a variety of tasks. However, evaluating RPAs is challenging due to diverse task requirements and agent designs. This paper proposes…

Human-Computer Interaction · Computer Science 2025-03-28 Chaoran Chen , Bingsheng Yao , Ruishi Zou , Wenyue Hua , Weimin Lyu , Yanfang Ye , Toby Jia-Jun Li , Dakuo Wang

Recent advances in audio-language models have demonstrated remarkable success on short, segment-level speech tasks. However, real-world applications such as meeting transcription, spoken document understanding, and conversational analysis…

We introduce a benchmark for evaluating the role-playing capabilities of language models. Our approach leverages different language models to simulate users in dynamic, multi-turn conversations and assess the resulting dialogues. Our…

Computation and Language · Computer Science 2025-04-10 Ilya Gusev

Recently, the advent of large language models (LLMs) has revolutionized generative agents. Among them, Role-Playing Conversational Agents (RPCAs) attract considerable attention due to their ability to emotionally engage users. However, the…

Computation and Language · Computer Science 2024-01-10 Quan Tu , Shilong Fan , Zihang Tian , Rui Yan

Role-playing agents (RPAs) have attracted growing interest for their ability to simulate immersive and interactive characters. However, existing approaches primarily focus on static role profiles, overlooking the dynamic perceptual…

Multimedia · Computer Science 2025-09-22 Xueqiao Zhang , Chao Zhang , Jingtao Xu , Yifan Zhu , Xin Shi , Yi Yang , Yawei Luo

Role-playing with large language models is fundamentally a session-level task, requiring agents to sustain character identity and interaction quality across extended multi-turn conversations. Yet existing evaluation and optimization methods…

Computation and Language · Computer Science 2026-05-29 Rongsheng Zhang , Jiji Tang , Junnan Ren , Zuyi Bao , Weijie Chen , Ruofan Hu , Zhou Zhao , Tangjie Lv , Yan Zhang

The current research on Role-Playing Conversational Agents (RPCAs) with Large Language Models (LLMs) primarily focuses on imitating specific speaking styles and utilizing character backgrounds, neglecting the depiction of deeper personality…

Computation and Language · Computer Science 2025-02-07 Tao Yang , Yuhua Zhu , Xiaojun Quan , Cong Liu , Qifan Wang

The growing capabilities of large language models and multimodal systems have spurred interest in voice-first AI assistants, yet existing benchmarks are inadequate for evaluating the full range of these systems' capabilities. We introduce…

Computation and Language · Computer Science 2025-09-29 Ke Wang , Houxing Ren , Zimu Lu , Mingjie Zhan , Hongsheng Li

Task-oriented proactive dialogue agents play a pivotal role in recruitment, particularly for steering conversations towards specific business outcomes, such as acquiring social-media contacts for private-channel conversion. Although…

Artificial Intelligence · Computer Science 2026-01-09 Zhiyong Cao , Dunqiang Liu , Qi Dai , Haojun Xu , Huaiyan Xu , Huan He , Yafei Liu , Siyuan Liu , XiaoLin Lin , Ke Ma , Ruqian Shi , Sijia Yao , Hao Wang , Sicheng Zhou

With the growing prevalence of psychological interventions, it is vital to have measures which rate the effectiveness of psychological care to assist in training, supervision, and quality assurance of services. Traditionally, quality…

As speech generation technology advances, the risk of misuse through deepfake audio has become a pressing concern, which underscores the critical need for robust detection systems. However, many existing speech deepfake datasets are limited…

Sound · Computer Science 2025-07-30 Wen Huang , Yanmei Gu , Zhiming Wang , Huijia Zhu , Yanmin Qian

Role-playing has garnered rising attention as it provides a strong foundation for human-machine interaction and facilitates sociological research. However, current work is confined to textual modalities, neglecting speech, which plays a…

Sound · Computer Science 2026-04-27 Xi Chen , Wei Xue , Yike Guo
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