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CUDA Kernel Generation on KernelBench Level 1 (single-op)

89fast1 Performance (Native)ALPHALAB
6.8428.1749.570.83Mar 31, 2026

Evaluation results

MethodLinks
ALPHALABModel=Opus 4.6, Hardware=H100 NVL2026.03894582
ALPHALABModel=GPT-5.2, Hardware=H100 NVL2026.03666182
DeepSeek R1Evaluation Protocol=R1 (iter.), Hardware=L40S GPU, Note=10 iterative calls including profiler feedback2026.0343——
DeepSeek R1Evaluation Protocol=1-shot, Hardware=L40S GPU2026.0312——
OpenAI o1Evaluation Protocol=1-shot, Hardware=L40S GPU2026.0310——