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Reference‑free benchmarks expose early‑stop overconfidence

New agent benchmarks expose a systematic blind spot: autonomous assistants routinely stop too early or assert success without sufficient evidence. The twist is that reference‑free, auditable suites now make those failures visible without any gold‑standard outputs. Historically, evaluation of code‑w…

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  1. 2026-11-07 06:00 · DEV Community — Machine Learning
    Reference‑free benchmarks expose early‑stop overconfidence

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