Success Is Not Self-Explanatory: Auditing Success Provenance in Agent Evaluation

Jingkun Luo, Da-Tian Peng

A correct answer can conceal why an agent succeeded. Once agents change their information state during evaluation, correctness no longer distinguishes intended reasoning from answe…