Noel Thomas
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126
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ML×1AI×1
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2026
FormInv: A Measurement Protocol for Semantic Invariance in Mathematical Reasoning Benchmarks
The paper introduces FormInv, a measurement protocol that reveals significant semantic inconsistencies in existing mathematical reasoning benchmarks, showing that standard accuracy metrics fail to capture model reliability.
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