MaxxBench: Tiny task tweaks leave DeepSWE-tuned coding models 23 points apart

RexDouglass · x · 2026-11-08

MaxxBench reruns 89 DeepSWE coding tasks with small changes to instructions or starting code (e.g. lowercase filenames, UTC timestamps with trailing Z). Models clustered around 74% on DeepSWE end up 23 pp apart, exposing severe benchmark overfitting. Deedy notes the only model that scored higher after tweaks was Opus 5.5.

Related event: MaxxBench Exposes Benchmark Gaming: Scores Drop 23 Points After Tiny Task Tweaks(4 posts)→

Original post →

More from coding & agent

coding & agent channel →