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Junjie Chen

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#large language models Open access Sep 2026

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

Large language models (LLMs) have achieved remarkable progress in code generation, largely driven by the availability of high-quality code datasets for effective training. To further improve data quality, numerous training data optimization techniques have been proposed; however, their overall effectiveness has not bee...

Shiqi Kuang, Zhao Tian, Tao Xiao et al. · 0 citations

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