NSPI uses LLMs to generate approximate SOS conjectures for polynomial inequalities, refines them symbolically into exact proofs, and certifies them in Lean, scaling to benchmarks with up to 10 variables.
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From LLM-Generated Conjectures to Lean Formalizations: Automated Polynomial Inequality Proving via Sum-of-Squares Certificates
NSPI uses LLMs to generate approximate SOS conjectures for polynomial inequalities, refines them symbolically into exact proofs, and certifies them in Lean, scaling to benchmarks with up to 10 variables.