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cs.SE 1

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2025 1

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Generating Verifiable Chain of Thoughts from Exection-Traces

cs.SE · 2025-11-28 · unverdicted · novelty 6.0

A pipeline produces 54,000 execution-trace-verified bi-directional Chain-of-Thought rationales for code, and fine-tuning on them yields gains up to 26.6 points on LiveCodeBench-Exec and similar benchmarks.

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  • Generating Verifiable Chain of Thoughts from Exection-Traces cs.SE · 2025-11-28 · unverdicted · none · ref 24

    A pipeline produces 54,000 execution-trace-verified bi-directional Chain-of-Thought rationales for code, and fine-tuning on them yields gains up to 26.6 points on LiveCodeBench-Exec and similar benchmarks.