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cs.CL2025
Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection
Weijie Lyu, Sheng-Jun Huang, Xuan Xia
Recent advancements in large language models (LLMs) have significantly improved code generation and program comprehension, accelerating the evolution of software engineering. Curre…
cs.CL2025
Data-efficient LLM Fine-tuning for Code Generation
Weijie Lv, Xuan Xia, Sheng-Jun Huang
Large language models (LLMs) have demonstrated significant potential in code generation tasks. However, there remains a performance gap between open-source and closed-source models…