On the Effectiveness of Training Data Optimization for LLM-based Code Generation: An Empirical Study

Short summary

Data synthesis is the most effective technique for improving LLM code generation functional correctness and reducing code smells, with synthesis + refactoring showing the strongest overall performance across benchmarks and LLMs.

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