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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Jared Condon

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#software testing Open access Sep 2026

Checking the Check: Controls, Corpus Alignment, and Scale Invariance in Evaluation Software

Evaluation frameworks turn model outputs into the scores that benchmarks, leaderboards and deployment decisions rely on, and the scoring code itself also requires direct checks. We test four evaluation frameworks (DeepEval, TruLens, lighteval and HELM) and one metrics library (TorchMetrics) with three checks: does a sc...

Jared Condon · 0 citations
#software testing Open access Sep 2026

Checking the Check: Controls, Corpus Alignment, and Scale Invariance in Evaluation Software

Evaluation frameworks turn model outputs into the scores that benchmarks, leaderboards and deployment decisions rely on, and the scoring code itself also requires direct checks. We test four evaluation frameworks (DeepEval, TruLens, lighteval and HELM) and one metrics library (TorchMetrics) with three checks: does a sc...

Jared Condon · 0 citations

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