Gistify! Codebase-Level Understanding via Runtime Execution

arXiv — cs.CLFriday, October 31, 2025 at 4:00:00 AM
Gistify is an innovative task designed to enhance the capabilities of coding language models (LLMs) by challenging them to create minimal, self-contained files that replicate specific functionalities within large codebases. This approach not only tests the models' understanding of complex code structures but also addresses the growing need for effective evaluation methods in software development. As coding agents become more prevalent, Gistify could significantly improve how we assess their performance and adaptability in real-world scenarios.
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