Trace Evolution Bench: Measuring Whether Agents Improve from Their Own Environment Traces

Fangfei Li, Chenyang Zhao, Long Wang +2

Self-evolving agents are usually scored by endpoint Gain: held-out success after an update minus success before. That difference can credit a frozen rescore as evolution. We introd…