ExeCRE estimates reference-code reliability from execution-consistency patterns using Dawid-Skene, filters unreliable code before it generates self-correction tests, and improves Pass@1 on LiveCodeBench across four LLMs.
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ExeCRE: Execution-Consistency Guided Reliability Estimation for Self-Correcting Code Generation
ExeCRE estimates reference-code reliability from execution-consistency patterns using Dawid-Skene, filters unreliable code before it generates self-correction tests, and improves Pass@1 on LiveCodeBench across four LLMs.