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Jingkun Luo

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Preprint Jul 2026

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

Agent benchmarks should report success together with whether the evaluated information state supported it, and whether the evaluated information state supported it should report success together with whether the evaluated information state supported it.

Jingkun Luo, Daiyun Peng · 0 citations