ResearchBenchmarksQuestion Answering on MMLU CS (LIFO)Question Answering on MMLU CS (LIFO)Follow0Accuracy (CR)Entropy Gate-0.001-0.000500.0005Jun 2, 2026Evaluation resultsMethodMethodLinksAccuracy (CR)Structural Metric (SE)Task Preservation RateEntropy GateModel=Claude Opus 4.8,...Model=Claude Opus 4.8, Tokens=412026.0601—