Across 224 problems and twelve models, LLM-generated implementations show strongly correlated failures, so majority-vote N-version ensembles realize only about 0.43–0.44 of the reliability gain expected under independence.
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A Systematic Methodology for Evaluating Failure Independence in LLM-Generated Code
Across 224 problems and twelve models, LLM-generated implementations show strongly correlated failures, so majority-vote N-version ensembles realize only about 0.43–0.44 of the reliability gain expected under independence.