Kernel Arena - KernelBench HIP — leaderboard
Kernel Arena suite for LLM-generated HIP kernels on AMD MI300X, scored by correctness plus speedup against reference implementations.
Metric: Mean Correctness+Speedup. Source: kernelarena.ai. Status: saturation imminent. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.2 | 9.15 |
| 2 | Gemini 3 Pro | 4.21 |
| 3 | Gemini 3 Flash | 2.51 |
| 4 | Grok 4.1 | 2.14 |
| 5 | Kimi K2 | 1.5 |
| 6 | GLM-4.7 | 1.31 |
Interactive version: theaggregate.ai/benchmark?slug=kernel-arena-kernelbench-hip · How the rankings work · Data refreshed daily, snapshot 2026-07-22.