AINeutralarXiv – CS AI · 10h ago7/10
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Can Agent Benchmarks Support Their Scores? Evidence-Supported Bounds for Interactive-Agent Evaluation
Researchers propose an outcome evidence reporting layer to improve the reliability of interactive agent benchmarks by explicitly tracking which runs have sufficient evidence of success versus uncertain cases. The framework evaluates five major AI benchmarks and reveals that surface-level outcome checks often fail to verify whether agents actually achieved intended results, making reported scores potentially misleading.