Evaluation of Large Language Models (LLMs) on Syntax-Aware Code Fill-in-the-Middle Tasks

The author evaluates the impact of pretraining methods and data quality on Large Language Models (LLMs) for code generation tasks, highlighting the importance of FIM pretraining in enhancing both FIM and L2R performance.