4 papers · 1 filter
SkelDPO: A Skeleton-Guided Direct Preference Optimization Framework for Efficient Code Generation
Yu Yu, Chen Lyu
With the remarkable progress of Code Large Language Models (Code LLMs) in achieving semantic correctness, execution efficiency has become an increasingly important dimension for ev…
Chiseling Out Efficiency: Structured Skeleton Supervision for Efficient Code Generation
Yu Yu, Zhihong Sun, Jia Li +8
Large Language Models (LLMs) are capable of generating syntactically correct and functionally complete programs, greatly streamlining software development. However, recent studies…
Measuring Code Efficiency Optimization Capabilities with ACEOB
Yue Pan, Xiuting Shao, Chen Lyu
As Moore's Law gains diminish, software performance and efficiency become increasingly vital. Optimizing code efficiency is challenging, even for professional programmers. However,…
E-code: Mastering Efficient Code Generation through Pretrained Models and Expert Encoder Group
Yue Pan, Chen Lyu, Zhenyu Yang +3
Context: With the waning of Moore's Law, the software industry is placing increasing importance on finding alternative solutions for continuous performance enhancement. The signifi…