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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Oleksandr Zaitsev

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Open access Jul 2026

Evaluating package-level scoping strategies for repository-level code completion in Pharo

It is shown that package-aware strategies provide more accurate and relevant suggestions than the default Semantics-Based strategy on the evaluated projects, and the Direct Package Dependencies heuristic produced the strongest results.

Omar Abedelkader, Stéphane Ducasse, Guillermo Polito et al. · 0 citations
Preprint Jul 2026

Teaching LLMs a Low-Resource Language: Enhancing Code Completion in Pharo

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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