Issue 2026-09-21 · Industry · 研究 · 安全

Decontamination reports can't fix benchmark contamination, evaluator must own the test

A write-up argues lab-run decontamination reports cannot fix benchmark contamination: labs check themselves, corpora contain copyrighted works that can't be disclosed, and paraphrase, forum, GitHub, or synthetic-derived data evade matching. It proposes evaluators own the test, submissions never see labels, evaluation runs offline and is rebuilt from a named commit, and where possible test data is generated after submissions freeze, with only reproduced results counting.

r/MachineLearning37 h ago
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