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Lorenzo Lee Solano, Charles Koutcheme, Juho Leinonen, Alexandra Vassar, Jake Renzella · 2025 · arXiv 2507.05305

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cs.SE 1

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2026 1

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CONDITIONAL 1

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Fine-Tuning Models for Automated Code Review Feedback

cs.SE · 2026-05-12 · conditional · novelty 5.0

PEFT fine-tuning of Code Llama yields feedback on student Java bugs that students judge equal to ChatGPT and better than prompt engineering, using BLEU/ROUGE/BERTScore plus human ratings.

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  • Fine-Tuning Models for Automated Code Review Feedback cs.SE · 2026-05-12 · conditional · none · ref 36

    PEFT fine-tuning of Code Llama yields feedback on student Java bugs that students judge equal to ChatGPT and better than prompt engineering, using BLEU/ROUGE/BERTScore plus human ratings.