Doubled Benchmark Scores by Fixing One Simple Grader

xeophon · x · 2026-09-17

The author reports that simply fixing a poorly written grader doubled their benchmark scores — and jokes this happens often enough to repost weekly. It's a pointed reminder that LLM eval results are only as trustworthy as the grader behind them.

Related event: Fixing One Grader Doubled Benchmark Scores, Exposing Shoddy Evals(3 posts)→

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