Verification-guided fine-tuning with mutants and refinement traces teaches CodeLLMs to emit intermediate executable assertions that improve checking and repair on HumanExec.
Static specification mining using automata-based abstractions,
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Teaching Code LLMs to Reason with Intermediate Formal Specifications
Verification-guided fine-tuning with mutants and refinement traces teaches CodeLLMs to emit intermediate executable assertions that improve checking and repair on HumanExec.