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26,098 papers · page 26 of 1,305

Do Not Treat Code as Natural Language: Implications for Repository-Level Code Generation and Beyond

Minh Le-Anh, Huyen Nguyen, Khanh An Tran, Nam Le Hai, Linh Ngo Van, Nghi D. Q. Bui, Bach Le

Large language models for code (CodeLLMs) have demonstrated remarkable success in standalone code completion and generation, sometimes even surpassing human performance, yet their effectiveness diminishes in repository-level settings where cross-file dependencies and structural c…