AI Research
When Is Proof-Step Verification Worth Its Cost? Operating Requirements of Certify-or-Decline Verification for Open-Weight Mathematical Reasoning
A study of the costs and operating requirements of LLM-judged proof-step checks
Proof-step verification rewrites a solver's answer into typed steps and uses LLM judges to certify or decline.
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ArXiv CS.AI
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ArXiv CS.AI
AI Analysis
Generated insight by OnAirToday AI
Step-by-step verification may help assess mathematical reasoning, but it also adds computational and review costs. Understanding when those costs are justified matters for deploying open-weight reasoning systems.
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