KernelGenBench-MC (Pass@1) - Moore Threads: leaderboard

Metric: Clean pass rate (%; share of the 110 PyTorch ATen operators whose generated Triton kernel passes numerical validation on every test case of its combinatorial shape, dtype and layout suite and every anti-hack check, as a drop-in replacement; direct zero-shot generation, one sample at temperature 0, no execution feedback; a Moore Threads GPU; 30-minute budget per operator). Source: arxiv.org. Saturation forecast: Around December 2026. 3 models tracked.

Top models

#ModelScore
1Claude Opus 4.644
2MiniMax-M2.56
3Qwen 3.5 27B3

Interactive version: theaggregate.ai/benchmark?slug=kernelgenbench-mc-pass-1-moore-threads · How It Works · Data refreshed daily, snapshot 2026-09-29.