ResearchBenchmarksQuestion Answering on MMLU ChemistryQuestion Answering on MMLU ChemistryFollow0Calibration RateEntropy Gate-0.001-0.000500.0005Jun 2, 2026Evaluation resultsMethodMethodLinksCalibration RateStandard ErrorTask Preservation StatusEntropy GateModel=Claude Opus 4.8,...Model=Claude Opus 4.8, Tokens=422026.0601—