Theorem-SFT improves mathematical reasoning generalization by teaching theorem application rather than instance memorization, delivering gains of +8.8% on MATH and +20.27% on GeoQA across model families.
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Memorize Theorems, Not Instances: Probing SFT Generalization through Mathematical Reasoning
Theorem-SFT improves mathematical reasoning generalization by teaching theorem application rather than instance memorization, delivering gains of +8.8% on MATH and +20.27% on GeoQA across model families.