ReLU Activation Function on CUDA-LLM task suite
4.49TimeOptiML
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| OptiMLOptimization=OptiML (G+X)2026.02 | 4.49 | 1.67 | 16.72 | 32.03 | 19.37 | 201 | 689 | 322 | 49.66 | 22 | |
| HPC-Coder-V2 + OptiML-XOptimization=OptiML-X2026.02 | 4.68 | 1.6 | 15.98 | 33.61 | 18.92 | 206 | 701 | 327 | 48.88 | 22 | |
| GPT 5.1 + OptiML-XOptimization=OptiML-X2026.02 | 4.87 | 1.54 | 15.64 | 34.28 | 18.71 | 212 | 717 | 332 | 48.17 | 22 | |
| StarCoder2 + OptiML-XOptimization=OptiML-X2026.02 | 4.99 | 1.5 | 15.12 | 34.72 | 18.44 | 214 | 726 | 335 | 47.84 | 22 | |
| Qwen2.5-Coder + OptiML-XOptimization=OptiML-X2026.02 | 5.24 | 1.43 | 14.92 | 35.14 | 18.21 | 220 | 751 | 342 | 47.06 | 22 | |
| GPT 5.1Optimization=None (LLM-only baseline)2026.02 | 7.5 | — | 12.11 | 41.37 | 16.44 | 263 | 883 | 358 | 42.19 | 20 | |
| Qwen2.5-CoderOptimization=None (LLM-only baseline)2026.02 | 7.8 | 0.96 | 11.74 | 42.12 | 16.06 | 274 | 918 | 372 | 41.61 | 22 | |
| HPC-Coder-V2Optimization=None (LLM-only baseline)2026.02 | 8.02 | 0.93 | 11.48 | 42.43 | 15.89 | 281 | 939 | 381 | 41.18 | 22 | |
| StarCoder2Optimization=None (LLM-only baseline)2026.02 | 8.31 | 0.9 | 11.21 | 42.77 | 15.73 | 289 | 962 | 392 | 40.77 | 22 |