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A human study of comprehension and code sum- marization,

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cs.SE 1

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2025 1

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CONDITIONAL 1

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LLMCup: Ranking-Enhanced Comment Updating with LLMs

cs.SE · 2025-07-11 · conditional · novelty 6.0

LLMCup combines multi-prompt LLM comment generation with a learned ranker, achieving 0.383 exact-match accuracy on the CUP test set versus 0.257 for HebCup and 0.177 for CUP.

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  • LLMCup: Ranking-Enhanced Comment Updating with LLMs cs.SE · 2025-07-11 · conditional · none · ref 2

    LLMCup combines multi-prompt LLM comment generation with a learned ranker, achieving 0.383 exact-match accuracy on the CUP test set versus 0.257 for HebCup and 0.177 for CUP.