ResearchBenchmarksQuestion Answering on MMLU PhysicsFollow54Correctness Rate (CR)Entropy Gate51.352.655455.35Jun 2, 2026Evaluation ResultsMethodMethodLinksCorrectness Rate (CR)Standard Error (SE)Task Preservation StatusEntropy GateModel=Claude Opus 4.8,...Model=Claude Opus 4.8, Tokens=592026.06540.891—