Improving LLM Code Reasoning via Semantic Equivalence Self-Play with Formal Verification

Antonio Valerio Miceli Barone, Poon Tsz Nok

We introduce a self-play framework for semantic equivalence in Haskell, utilizing formal verification to guide adversarial training between a generator and an evaluator. The framew…