For LLM-generated JML annotations verified by KeY, sampling fresh attempts matches or beats verifier-feedback-guided iteration in success rate, at lower token cost.
In: AI for Math Workshop @ ICML 2024 (2024)
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Next Steps in LLM-Supported Java Verification
For LLM-generated JML annotations verified by KeY, sampling fresh attempts matches or beats verifier-feedback-guided iteration in success rate, at lower token cost.