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cs.CL2026
Staying In Character: Perspective-Bounded Memory For Book-Based Role-Playing Agents
Xushuo Tang, Junhe Zhang, Zihan Yang +4
Recent LLM role-playing systems build character agents from novels by extracting characters, scenes, and relations. Yet long-narrative role-playing suffers from two failures: Factu…
cs.CL2025
Evaluating LLM Understanding via Structured Tabular Decision Simulations
Sichao Li, Xinyue Xu, Xiaomeng Li
Large language models (LLMs) often achieve impressive predictive accuracy, yet correctness alone does not imply genuine understanding. True LLM understanding, analogous to human ex…