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Author

Rocco Oliveto

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Open access Jul 2026

Revisiting code readability improvement with LLMs: A critical assessment of fine-tuned models

Assessing whether fine-tuning on available developer readability improvements is actually needed given the recent advances in general-purpose LLMs results in sensibly poorer readability recommendations as compared to LLMs used in a zero-shot setting, with GPT-4.1 being the one achieving the best results.

Antonio Vitale, Emanuela Guglielmi, Valentina Piantadosi et al. · 0 citations

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