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Francis Geng, Anshul Shah, Haolin Li, Nawab Mulla, Steven Swanson, Gerald Soosai Raj, Daniel Zingaro, Leo Porter · 2025 · arXiv 2507.22614

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cs.SE 1

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2026 1

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UNVERDICTED 1

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Inferring Code Correctness from Specification

cs.SE · 2026-05-28 · unverdicted · novelty 6.0

TRAILS infers code correctness by aggregating LLM judgments on input-output pairs from category-partitioned specification tests, improving MCC by up to 39% over Zero-Shot COT on LiveCodeBench and CoCoClaNeL.

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  • Inferring Code Correctness from Specification cs.SE · 2026-05-28 · unverdicted · none · ref 13

    TRAILS infers code correctness by aggregating LLM judgments on input-output pairs from category-partitioned specification tests, improving MCC by up to 39% over Zero-Shot COT on LiveCodeBench and CoCoClaNeL.