CodegenBench - BLAS x86-64: leaderboard

Metric: Pass@1 (%): share of problems whose first generated program compiles, runs and matches the reference output within tolerance; zero-shot through the official APIs with a short optimization system prompt, on the 106 BLAS subroutines (levels 1-3, several matrix shapes, strides and data types) compiled with gcc against OpenBLAS on a Xeon Platinum 8488C; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 9 models tracked.

Top models

#ModelScore
1Claude Opus 4.774
2Claude Sonnet 4.670
3Claude Opus 4.667
4DeepSeek V4 Pro53
5DeepSeek V4 Flash48
6Qwen 3.6 Plus48
7Qwen 3.6 Flash40
8DeepSeek V3.235
9Qwen 3.5 Plus28

Interactive version: theaggregate.ai/benchmark?slug=codegenbench-blas-x86-64 · How It Works · Data refreshed daily, snapshot 2026-09-29.