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cs.AI2026
PDEU-Bench: Benchmarking the Personalized Planning Lifecycle of Tool-Calling LLM Agents
Huayi Lai, Shichao Song, Qingchen Yu +4
Large language model (LLM) agents are evolving from tool-calling systems that execute isolated instructions into task-oriented agents that pursue user goals through sustained, mult…
cs.AI2026
RoleCDE:Benchmarking and Mitigating Role-Alignment Trade-offs in Role-Playing Agents
Huayi Lai, Shichao Song, Simin Niu +5
Role-playing agents(RPAs) are widely used to steer large language models(LLMs) toward role-consistent behavior, yet existing benchmarks mainly evaluate surface-level fidelity and o…