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#proof-verification2 articles
2 articles
AIBullisharXiv โ€“ CS AI ยท 5d ago6/104
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Reliable Fine-Grained Evaluation of Natural Language Math Proofs

Researchers have developed ProofGrader, a new AI system that can reliably evaluate natural language mathematical proofs generated by large language models on a fine-grained 0-7 scale. The system was trained using ProofBench, the first expert-annotated dataset of proof ratings covering 145 competition math problems and 435 LLM solutions, achieving significant improvements over basic evaluation methods.

AINeutralarXiv โ€“ CS AI ยท Feb 276/106
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The AI Research Assistant: Promise, Peril, and a Proof of Concept

Researchers published a case study demonstrating successful human-AI collaboration in mathematical research, extending Hermite quadrature rule results beyond manual capabilities. The study reveals AI's strengths in algebraic manipulation and proof exploration, while highlighting the critical need for human verification and domain expertise in every step of the research process.