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News/Reasoning without Gold Standards: A Proxy-Judge Theory of Autoformalization
arxiv
PublishedOctober 16, 2026 at 4:00 AM

Reasoning without Gold Standards: A Proxy-Judge Theory of Autoformalization

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arXiv:2606.09449v2 Announce Type: replace Abstract: Autoformalization (AF) requires both prover acceptance and fidelity to an informal source, but prover acceptance alone cannot establish fidelity, and expert-validated reference formalizations are costly to obtain. We introduce a reference-free prox

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