PTXBench (B200) - MHA Forward: leaderboard

Metric: Multi-head attention forward pass on B200: target-instruction turn correctness rate (%) within eight turns: share of MiniPTXAgent turns yielding a functionally correct CUDA kernel with inline PTX that runs a selected architecture-specific instruction at runtime (NCU-verified); three prompt variants times four eight-turn trajectories (96 turns), architecture knowledge pack provided. Source: arxiv.org. Saturation forecast: Around June 2027. 4 models tracked.

Top models

#ModelScore
1Claude Opus 4.8 (xHigh)38.5
2Gemini 3.1 Pro (Preview)15.6
3GLM-5.21
4Qwen 3.6 27B0

Interactive version: theaggregate.ai/benchmark?slug=ptxbench-b200-mha-forward · How It Works · Data refreshed daily, snapshot 2026-09-29.