Sigmoid on CUDA-LLM kernels task suite 1.0 (test)
4.81Execution Time (ms)OptiML
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| OptiMLModel=OptiML2026.02 | 4.81 | 1.13 | 20.62 | 7.27 | 22.19 | 106 | 494 | 302 | 54.11 | 28 | |
| HPC-Coder-V2 + OptiML-XModel=HPC-Coder-V2 + OptiML-X2026.02 | 5.29 | 1.03 | 19.42 | 7.78 | 21.74 | 110 | 505 | 307 | 53.02 | 28 | |
| GPT 5.1 + OptiML-XModel=GPT 5.1 + OptiML-X2026.02 | 5.45 | — | 18.73 | 8.06 | 21.31 | 113 | 517 | 313 | 52.18 | 28 | |
| StarCoder2 + OptiML-XModel=StarCoder2 + OptiML-X2026.02 | 5.61 | 0.97 | 18.11 | 8.15 | 21.02 | 116 | 528 | 316 | 51.62 | 28 | |
| Qwen2.5-Coder + OptiML-XModel=Qwen2.5-Coder + OptiML-X2026.02 | 5.77 | 0.94 | 17.55 | 8.41 | 20.58 | 119 | 543 | 323 | 50.93 | 28 |