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Image Credit: Arxiv

Neural Theorem Proving: Generating and Structuring Proofs for Formal Verification

  • Formally verifying properties of software code, especially with the emergence of LLM-generated code, is a highly desirable task.
  • This work introduces a framework that generates whole proofs in a formal language to be used in systems utilizing built-in tactics and automated theorem provers.
  • The framework includes components for generating natural language statements, an LLM that generates formal proofs, and a module employing heuristics for building the final proof.
  • The framework is validated using benchmark tests and the Isabelle proof assistant, and a dataset is curated for future training tasks.

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