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benchmarking 1code generation 1gpu programming 1parallel computing 1performance optimization 1

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cs.SE2026

PerfCodeBench: Benchmarking LLMs for System-Level High-Performance Code Optimization

Huihao Jing, Wenbin Hu, Shaojin Chen +5

The paper introduces PerfCodeBench, an executable benchmark that evaluates how well large language models can generate system-level code that is not only correct but also optimized…