KernelBench Hub - CUDA: leaderboard
Metric: Best % of Hardware Roofline. Source: kernelbench.com. 12 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 5 | 196.1 |
| 2 | Claude Fable 5.1 | 106.27 |
| 3 | Claude Fable 5 | 72.66 |
| 4 | Gemini 3.8 Flash (High) | 36.37 |
| 5 | Qwen 3.8 Max | 28.48 |
| 6 | Kimi K3 | 17.38 |
| 7 | DeepSeek V4 Flash (0731) | 14.53 |
| 8 | GLM-5.3 | 9.97 |
| 9 | Grok 4.6 | 9.39 |
| 10 | Muse Spark 1.3 | 8.79 |
| 11 | GLM-5.3 Flash | 4.45 |
Interactive version: theaggregate.ai/benchmark?slug=kernelbench-hub-cuda · How It Works · Data refreshed daily, snapshot 2026-09-08.