2 papers
cs.CL2026
MemRole: From Memories to Decisions for Long-Horizon Reasoning in Role-Playing Agents
Mengting Li, Xilong Cheng, Zhihao Xiao +6
LLM-based role-playing agents are fluent at imitating a character's style, yet struggle to make role-consistent decisions over long narrative horizons. Such decisions are shaped by…
cs.CL2026
DREAM: LLM-based Dynamic Role-playing via Event-Aware Memory Graph
Zhihao Xiao, Mengting Li, Xintao Wang +4
Role-playing agents (RPAs) have emerged as a key application of large language models, enabling immersive and high-fidelity character simulation. Accurate role-playing of establish…