https://cognaptus.com/tags/contamination-sensitivity/ Recent content in Contamination Sensitivity on Cognaptus Hugo -- 0.145.0 en-us Thu, 10 Sep 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-09-10-when-worse-inputs-score-better-audit-the-credibility-behind-the-benchmark/ Thu, 10 Sep 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-09-10-when-worse-inputs-score-better-audit-the-credibility-behind-the-benchmark/ A router-worker audit shows why benchmark accuracy needs a second dimension: confidence that the score reflects generalization rather than sensitivity to benchmark-related cues.