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Chiseling Out Efficiency: Structured Skeleton Supervision for Efficient Code Generation

arXiv:2606.06821v1 Announce Type: new Abstract: Large Language Models (LLMs) are capable of generating syntactically correct and functionally complete programs, greatly streamlining software development. However, recent studies reveal that these programs typically execute substantially slower than human-optimized counterparts. Existing approaches to bridging this efficiency gap typically involve either iteratively optimizing code after generation or fine-tuning models on corpora of efficient...

arXiv CS 2d ago