Benchmark contamination checks aren't new: researchers debate cheap robustness tests

teortaxesTex · x · 2026-11-08

paulcal argues a new eval design is smart because it's cheap to build and applicable to many existing benchmarks, serving as a robustness check that may only correlate 0.5 with benchmaxxing. teortaxesTex counters that it's a valid contamination check but held-out performance tests remain necessary — basic paraphrasing-based checks have existed since 2023.

Related event: Debate: Can Low-Cost Eval Design Detect Benchmark Contamination?(3 posts)→

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