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Can Large Language Models (LLMs) simulate humans in making important decisions? Recent research has unveiled the potential of using LLMs to develop role-playing language agents (RPLAs), mimicking mainly the knowledge and tones of various…

人工智能 · 计算机科学 2024-11-19 Rui Xu , Xintao Wang , Jiangjie Chen , Siyu Yuan , Xinfeng Yuan , Jiaqing Liang , Zulong Chen , Xiaoqing Dong , Yanghua Xiao

Large language models (LLMs) have demonstrated impressive performance and spurred numerous AI applications, in which role-playing agents (RPAs) are particularly popular, especially for fictional characters. The prerequisite for these RPAs…

计算与语言 · 计算机科学 2024-10-10 Xinfeng Yuan , Siyu Yuan , Yuhan Cui , Tianhe Lin , Xintao Wang , Rui Xu , Jiangjie Chen , Deqing Yang

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…

计算与语言 · 计算机科学 2025-09-05 Weihao Wu , Liang Cao , Xinyu Wu , Zhiwei Lin , Rui Niu , Jingbei Li , Zhiyong Wu

Role-Playing Language Agents (RPLAs) have emerged as a significant application direction for Large Language Models (LLMs). Existing approaches typically rely on prompt engineering or supervised fine-tuning to enable models to imitate…

计算与语言 · 计算机科学 2025-07-24 Cheng Liu , Yifei Lu , Fanghua Ye , Jian Li , Xingyu Chen , Feiliang Ren , Zhaopeng Tu , Xiaolong Li

Large Language Models (LLMs) demonstrate remarkable ability to comprehend instructions and generate human-like text, enabling sophisticated agent simulation beyond basic behavior replication. However, the potential for creating freely…

计算与语言 · 计算机科学 2025-09-17 Bohao Yang , Dong Liu , Chenghao Xiao , Kun Zhao , Chen Tang , Chao Li , Lin Yuan , Guang Yang , Chenghua Lin

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…

计算与语言 · 计算机科学 2024-01-10 Quan Tu , Shilong Fan , Zihang Tian , Rui Yan

Role-playing agents (RPAs), powered by large language models, have emerged as a flourishing field of applications. However, a key challenge lies in assessing whether RPAs accurately reproduce the personas of target characters, namely their…

Recent advancements in large language models (LLMs) have significantly boosted the rise of Role-Playing Language Agents (RPLAs), i.e., specialized AI systems designed to simulate assigned personas. By harnessing multiple advanced abilities…

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…

计算与语言 · 计算机科学 2025-02-07 Tao Yang , Yuhua Zhu , Xiaojun Quan , Cong Liu , Qifan Wang

Customizable role-playing in large language models (LLMs), also known as character generalization, is gaining increasing attention for its versatility and cost-efficiency in developing and deploying role-playing dialogue agents. This study…

计算与语言 · 计算机科学 2025-02-19 Xiaoyang Wang , Hongming Zhang , Tao Ge , Wenhao Yu , Dian Yu , Dong Yu

In recent years, with the rapid advancement of large language models (LLMs), role-playing language agents (RPLAs) have emerged as a prominent research focus at the intersection of natural language processing (NLP) and human-computer…

计算与语言 · 计算机科学 2026-01-16 Ye Wang , Jiaxing Chen , Hongjiang Xiao

Recent advancements in Large Language Models (LLMs) have shown outstanding potential for role-playing applications. Evaluating these capabilities is becoming crucial yet remains challenging. Existing benchmarks mostly adopt a…

计算与语言 · 计算机科学 2025-10-24 Hao Xiang , Tianyi Tang , Yang Su , Bowen Yu , An Yang , Fei Huang , Yichang Zhang , Yaojie Lu , Hongyu Lin , Xianpei Han , Jingren Zhou , Junyang Lin , Le Sun

Recent advancements in Large Language Models (LLMs) have significantly enhanced conversational agents, making them applicable to various fields (e.g., education, entertainment). Despite their progress, the evaluation of the agents often…

计算与语言 · 计算机科学 2025-09-29 Jiho Kim , Woosog Chay , Hyeonji Hwang , Daeun Kyung , Hyunseung Chung , Eunbyeol Cho , Yeonsu Kwon , Yohan Jo , Edward Choi

Large Language Models (LLMs) have demonstrated remarkable capabilities in reasoning and generation, serving as the foundation for advanced persona simulation and Role-Playing Language Agents (RPLAs). However, achieving authentic alignment…

计算与语言 · 计算机科学 2026-04-20 Xintao Wang , Jian Yang , Weiyuan Li , Rui Xie , Jen-tse Huang , Jun Gao , Shuai Huang , Yueping Kang , Yuanli Gou , Hongwei Feng , Yanghua Xiao

Role-playing agents (RPA) have been a popular application area for large language models (LLMs), attracting significant interest from both industry and academia.While existing RPAs well portray the characters' knowledge and tones, they face…

计算与语言 · 计算机科学 2024-10-16 Yiting Ran , Xintao Wang , Rui Xu , Xinfeng Yuan , Jiaqing Liang , Deqing Yang , Yanghua Xiao

Existing LLM-based role-playing methods often rely on superficial textual descriptions or simplistic metrics, inadequately modeling both intrinsic and extrinsic character dimensions. Additionally, they typically simulate character memory…

计算与语言 · 计算机科学 2025-10-21 Xilong Cheng , Yunxiao Qin , Yuting Tan , Zhengnan Li , Ye Wang , Hongjiang Xiao , Yuan Zhang

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…

计算与语言 · 计算机科学 2024-11-06 Siyuan Chen , Qingyi Si , Chenxu Yang , Yunzhi Liang , Zheng Lin , Huan Liu , Weiping Wang

Large language models has catalyzed the development of personalized dialogue systems, numerous role-playing conversational agents have emerged. While previous research predominantly focused on enhancing the model's capability to follow…

计算与语言 · 计算机科学 2024-11-18 Yuxuan Huang

Role-playing is an emerging application in the field of Human-Computer Interaction (HCI), primarily implemented through the alignment training of a large language model (LLM) with assigned characters. Despite significant progress,…

计算与语言 · 计算机科学 2024-10-23 Yihong Tang , Jiao Ou , Che Liu , Fuzheng Zhang , Di Zhang , Kun Gai

LLM role-playing, i.e., using LLMs to simulate specific personas, has emerged as a key capability in various applications, such as companionship, content creation and digital games. While current models effectively capture character tones…

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