CodegenBench - BLAS Kunpeng: leaderboard

CodegenBench (2026) on the ARM-based Kunpeng processor: 106 BLAS subroutines compiled with the bisheng compiler and checked against reference results, where vector and matrix extensions (SVE, SME) and on-die memory can be exploited. Pass@1 in percent, zero-shot; higher is better.

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 on the ARM-based Kunpeng processor (SVE, SME and on-die HBM; bisheng compiler, kblas); higher is better. Source: arxiv.org. Saturation forecast: Around February 2027. 9 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 4.776#79
2Claude Opus 4.667#102
3Claude Sonnet 4.661#161
4Qwen 3.6 Plus22#222
5DeepSeek V4 Pro21#188
6DeepSeek V3.213#406
7DeepSeek V4 Flash11#258
8Qwen 3.6 Flash9#424
9Qwen 3.5 Plus6#232

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=codegenbench-blas-kunpeng · How It Works · Data refreshed daily, snapshot 2026-11-13.