QuanBench+ (Pass@5) - PennyLane: leaderboard
Metric: Pass@5 (%): any of five PennyLane programs sampled at temperature 0.8 passes, on the 42 framework-aligned QuanBench+ tasks (quantum algorithms, gate decomposition, state preparation), graded by executable functional tests with KL-divergence acceptance for probabilistic outputs; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 12 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | DeepSeek R1 | 59.5 |
| 2 | GPT-5.1 | 57.1 |
| 3 | MiniMax-M2.1 | 54.8 |
| 4 | Kimi K2 (Thinking) | 52.4 |
| 5 | GLM-4.7 | 47.6 |
| 6 | Gemini 3 Pro | 40.5 |
| 7 | Claude 3.7 Sonnet | 38.1 |
| 8 | Gemini 2.5 Flash | 35.7 |
| 9 | GPT-4.1 | 35.7 |
| 10 | Llama 4 Maverick | 31 |
| 11 | Qwen 2.5 7B Instruct | 21.4 |
Interactive version: theaggregate.ai/benchmark?slug=quanbench-plus-pass-5-pennylane · How It Works · Data refreshed daily, snapshot 2026-10-07.