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.· Empirical Software Engineeri...· 0 citations
Autonomous AI agents are increasingly being used to assist software developers in tasks such as code generation and refactoring. However, we still lack a clear understanding of how these agents interact with humans in collaborative workflows such as GitHub pull requests (PRs). A helping hand to study this phenomenon co...
Miguel Romero-Arjona, Saman Barakat, Alberto Martin-Lopez et al.· Annual International Compute...· 0 citations
Overall, this case study demonstrates the feasibility of bringing strong LLM-based code completion to low-resource programming languages, with models small enough to provide ``real-time''in-IDE support.
K. Kier, Alessandro Giagnorio, Omar AbedelKader et al.· 1 citation
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