ResearchBenchmarksMathematical Reasoning on MATH Level 1–3Mathematical Reasoning on MATH Level 1–3Follow70Monotonicity RateQwen2.5-7B-Instruct66.568.257071.75Mar 19, 2026Evaluation resultsMethodMethodLinksMonotonicity RateMonotonicity AccuracyNon-Monotonicity AccuracyGapQwen2.5-7B-Instructn=200, m=5, τ=0.7n=200, m=5, τ=0.72026.037066.458.38.1