ResearchBenchmarksQuestion Answering on MMLU MathFollow49Correctness Rate (CR)Entropy Gate46.5547.7754950.225Jun 2, 2026Evaluation ResultsMethodMethodLinksCorrectness Rate (CR)Standard Error (SE)Task Preservation ScoreEntropy GateModel=Claude Opus 4.8,...Model=Claude Opus 4.8, Tokens=572026.06490.879—