arxiv
PublishedOctober 19, 2026 at 4:00 AM
FormInv: A Measurement Protocol for Semantic Invariance in Mathematical Reasoning Benchmarks
Publisher summary· verbatim
arXiv:2605.29001v2 Announce Type: replace-cross Abstract: A paraphrase-quality audit of MathCheck (ICLR 2025) detected 4 semantically incorrect paraphrases in 129 groups (3.1%); removing them drops GPT-4o from rank 2 to rank 4 and elevates Claude Haiku and DeepSeek V3 above it. Cross-model unanimity
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Originally published on arxiv ↗