CUDAHercules - Module-Level Pass Rate (One-Shot): leaderboard
Metric: Pass rate (%; share of the 43 architecture-general Class 2 module-level tasks whose generated CUDA passes the task validator; one-shot: task specification, hardware metadata and few-shot exemplars, one sample, no execution feedback). Source: arxiv.org. Saturation forecast: Around December 2026. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 | 72 |
| 2 | Claude Opus 4.6 | 65 |
| 3 | Qwen 3.5 122B A10B | 2 |
Interactive version: theaggregate.ai/benchmark?slug=cudahercules-module-level-pass-rate-one-shot · How It Works · Data refreshed daily, snapshot 2026-09-26.