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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Emad Shihab

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Open access Nov 2026

Beyond synthetic benchmarks: evaluating LLM performance on real-world class-level python code generation

Large language models (LLMs) have advanced rapidly from well-studied function-level code generation to emerging repository-level approaches, yet this progression reveals a critical gap: class-level code generation, which is the fundamental building block connecting individual functions to complete repositories, remains...

Musfiqur Rahman, Sayedhassan Khatoonabadi, Emad Shihab · 1 citation
Preprint Oct 2026

SIEVE: A Parameterized GitHub Corpus Builder for Software Engineering Research

Software engineering research increasingly relies on large, richly annotated corpora of real-world code. Still, researchers typically assemble these with ad-hoc scripts or static, pre-built datasets that offer no control over corpus composition. This leaves a gap for a reusable tool that goes below the repository level...

Musfiqur Rahman, Mahi Begoug, Emad Shihab · 0 citations

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