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GPU Kernel Optimization on KernelBench Level 2

70.6Fast1 Score

daVinci-kernel-14B

Updated 1mo ago

Evaluation Results

Method	Links
daVinci-kernel-14B 2026.06		70.6	-	-	-	-	-	-	-	-	-	27.1	11.4	6.2
Dr. Kernel-14B (reproduce) 2026.06		58.5	-	-	-	-	-	-	-	-	-	18.1	7.5	4.1
Claude-4.5-Sonnet* 2026.06		50	-	-	-	-	-	-	-	-	-	26.7	9.2	1.8
Dr. Kernel-14B* 2026.06		49.2	-	-	-	-	-	-	-	-	-	25.6	7.4	2.1
GPT-5* 2026.06		46.7	-	-	-	-	-	-	-	-	-	28.6	13.1	3
Dr. Kernel-8B* 2026.06		46	-	-	-	-	-	-	-	-	-	20	5	1.5
daVinci-kernel-8B 2026.06		44.8	-	-	-	-	-	-	-	-	-	22.1	13.1	7.9
AutoTriton* 2026.06		30.6	-	-	-	-	-	-	-	-	-	9.2	2.6	0.5
GLM-4.7* 2026.06		30	-	-	-	-	-	-	-	-	-	20.5	8.5	3.5
Dr. Kernel-8B (reproduce) 2026.06		26.8	-	-	-	-	-	-	-	-	-	9.4	5.2	2
Cold-Start-14B (reproduce) 2026.06		20.9	-	-	-	-	-	-	-	-	-	12.4	7.9	4.1
Qwen3-32B* 2026.06		14	-	-	-	-	-	-	-	-	-	9.4	2.4	0.2
Qwen3-8B* 2026.06		13	-	-	-	-	-	-	-	-	-	5.6	2	1.1
Qwen3-Coder-A30BA3* 2026.06		12.6	-	-	-	-	-	-	-	-	-	5	1.5	0.3
Cold-Start-8B (reproduce) 2026.06		11.8	-	-	-	-	-	-	-	-	-	8.6	5.9	3.5
Deepseek-V3.2-Thinking* 2026.06		11	-	-	-	-	-	-	-	-	-	6.5	2.5	0.5
Cold-Start-8B* 2026.06		8.8	-	-	-	-	-	-	-	-	-	5.6	1.8	0.4
IREE 2026.02		-	83	1.137	0.279	0.298	0.0255	38.5	16.87	83.13	-	-	-	-
AI CUDA Engineer 2026.02		-	83	3.865	1.695	1.574	0.328	123.39	79.52	20.48	-	-	-	-
KERNELBLASTER 2026.02		-	95	9.419	2.214	2.074	0.0488	362.29	72.6	27.4	-	-	-	-
AI CUDA Engineer 2026.02		-	82	1.356	1.214	1.17	0.402	3.651	61.33	38.67	-	-	-	-
KERNELBLASTER 2026.02		-	81	10.223	2.592	2.291	0.111	213.65	84.85	15.15	-	-	-	-
Kevin-32B 2026.03		-	-	-	-	-	-	-	-	-	0.61	-	-	-
Astra 2026.03		-	-	-	-	-	-	-	-	-	0.73	-	-	-
PRAGMA 2026.03		-	-	-	-	-	-	-	-	-	0.74	-	-	-
CudaForge 2026.03		-	-	-	-	-	-	-	-	-	0.89	-	-	-
QiMeng 2026.03		-	-	-	-	-	-	-	-	-	0.66	-	-	-
STARK 2026.03		-	-	-	-	-	-	-	-	-	1	-	-	-
KernelSkill 2026.03		-	-	-	-	-	-	-	-	-	1	-	-	-
KernelPro 2026.06		-	-	4.69	-	-	-	-	-	-	-	-	-	-
KernelBlaster 2026.06		-	-	2.5	-	-	-	-	-	-	-	-	-	-
CudaForge 2026.06		-	-	2.1	-	-	-	-	-	-	-	-	-	-
StitchCUDA 2026.06		-	-	1.82	-	-	-	-	-	-	-	-	-	-
KernelFoundry 2026.06		-	-	2.1	-	-	-	-	-	-	-	-	-	-