SEA-Eval: A Benchmark for Evaluating Self-Evolving Agents Beyond Episodic Assessment

Sihang Jiang, Lipeng Ma, Zhonghua Hong +9

Current LLM-based agents demonstrate strong performance in episodic task execution but remain constrained by static toolsets and episodic amnesia, failing to accumulate experience…