Clean Engineering, Unstable Measurement: A Preregistered Reliability Failure of Black-Box LLM Observers on Shared Endpoints
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Clean Engineering, Unstable Measurement: A Preregistered Reliability Failure of Black-Box LLM Observers on Shared Endpoints Current agent benchmarks that rely on LLM judges are systematically unreliable—even on deterministic, replayed runs. This undermines almost every published leaderboard compari…
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- 2026-09-12 10:00 · DEV Community — Machine Learning
Clean Engineering, Unstable Measurement: A Preregistered Reliability Failure of Black-Box LLM Observers on Shared Endpoints