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MLE-Bench

Evaluator-backed benchmarking: your benchmark is only as good as your evaluators

Evaluator-backed benchmarking: your benchmark is only as good as your evaluators
  • Data
Geoff RJune 9, 2026June 9, 202613 mins0
Evaluator-backed benchmarking is the structural counter to benchmark gaming. When the underlying evaluators carry verifiable identity, longitudinal…
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