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Kimina-Prover: Applying Test-time RL Search on Large Formal Reasoning Models

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3 points by frunkp 9 months ago · 2 comments

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clbrmbr 9 months ago

Can I start with a natural language description of the theorem to be proven and the model will automatically formalize it? And can I get a natural language interpretation of the Lean proof in case of success? --- I'm thinking of working through Elements of Abstract Algebra with this, but not sure if it has such general applicability?

  • frunkpOP 9 months ago

    The model does well on highschool competition maths. Problems in the "Set Theory" and "Natural Numbers" chapters of Elements of Abstract Algebra may be doable with Kimina-Prover, nothing beyond because it doesn't know Sylow theorem etc. and hasn't used these objects with Lean 4 in practice.

    You can start with a natural language description of the theorem: demo.projectnumina.ai and an autoformalizer will generate the formal statement. It's an additional click of a button to have it attempt to prove it.

    For natural language interpretation of Lean proofs, the current LLMs (o4-mini-high, Claude 4, Gemini 2.5 Pro) do a decent job of walking you through.

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