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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…

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

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

Large language models (LLMs) have demonstrated significant potential in developing Role-Playing Agents (RPAs). However, current research primarily evaluates RPAs using famous fictional characters, allowing models to rely on memory…

计算与语言 · 计算机科学 2026-03-05 Ji-Lun Peng , Yun-Nung Chen

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

The advancement of Large Language Models (LLMs) has spurred significant interest in Role-Playing Agents (RPAs) for applications such as emotional companionship and virtual interaction. However, recent RPAs are often built on explicit…

计算与语言 · 计算机科学 2025-06-03 Yihong Tang , Kehai Chen , Muyun Yang , Zhengyu Niu , Jing Li , Tiejun Zhao , Min Zhang

This research explores the potential of Large Language Models (LLMs) to utilize psychometric values, specifically personality information, within the context of video game character development. Affective Computing (AC) systems quantify a…

计算与语言 · 计算机科学 2024-02-26 Lawrence J. Klinkert , Stephanie Buongiorno , Corey Clark

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

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

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

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…

人机交互 · 计算机科学 2025-03-28 Chaoran Chen , Bingsheng Yao , Ruishi Zou , Wenyue Hua , Weimin Lyu , Yanfang Ye , Toby Jia-Jun Li , Dakuo Wang

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…

This report investigates approaches for prompting a tool-augmented large language model (LLM) to act as a role-playing dialogue agent in the API track of the Commonsense Persona-grounded Dialogue Challenge (CPDC) 2025. In this setting,…

计算与语言 · 计算机科学 2025-10-14 Saksorn Ruangtanusak , Pittawat Taveekitworachai , Kunat Pipatanakul

One major challenge in reinforcement learning (RL) is the large amount of steps for the RL agent needs to converge in the training process and learn the optimal policy, especially in text-based game environments where the action space is…

计算与语言 · 计算机科学 2023-08-01 Wei Zhou , Xiangyu Peng , Mark Riedl

Large Language Models (LLMs) have shown promise in character imitation, enabling immersive and engaging conversations. However, they often generate content that is irrelevant or inconsistent with a character's background. We attribute these…

人工智能 · 计算机科学 2025-05-27 Yongjie Wang , Jonathan Leung , Zhiqi Shen

Large Language Models (LLMs) are increasingly used in everyday life and research. One of the most common use cases is conversational interactions, enabled by the language generation capabilities of LLMs. Just as between two humans, a…

计算与语言 · 计算机科学 2024-11-12 Jingyao Zheng , Xian Wang , Simo Hosio , Xiaoxian Xu , Lik-Hang Lee

Large language models (LLMs) increasingly serve as interactive social agents, yet their ability to maintain coherent and authentic persona-level role-playing remains limited, particularly in realistic social scenarios. Existing research…

人工智能 · 计算机科学 2026-05-19 Wenlong Shi , Jianxun Lian , Mingqi Wu , Haiming Qin , Mingyang Zhou , Xing Xie , Naipeng Chao , Hao Liao

While both agent interaction and personalisation are vibrant topics in research on large language models (LLMs), there has been limited focus on the effect of language interaction on the behaviour of persona-conditioned LLM agents. Such an…

计算与语言 · 计算机科学 2024-02-06 Ivar Frisch , Mario Giulianelli

Role-playing games (RPG) are games in which players interact with one another to create narratives. The role of players in the RPG is largely based on the interaction between players and their characters. This emerging form of shared…

计算与语言 · 计算机科学 2025-03-27 Alessandro Maisto

This survey explores the burgeoning field of role-playing with language models, focusing on their development from early persona-based models to advanced character-driven simulations facilitated by Large Language Models (LLMs). Initially…

人工智能 · 计算机科学 2025-01-13 Nuo Chen , Yan Wang , Yang Deng , Jia Li
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