SkillEvolBench: Benchmarking the Evolution from Episodic Experience to Procedural Skills 事件

SkillEvolBench: Benchmarking the Evolution from Episodic Experience to Procedural Skills arXiv:2605.24117v1 Announce Type: new Abstract: Large language model (LLM) agents accumulate rich episodic trajectories while solving real-world tasks, but it remains unclear whether such experience can be distilled into reusable procedural skills. We introduce SkillEvolBench, a diagnostic benchmark for evaluating this step from experience reuse to skill formation. It contains 180 tasks across six real-worl