Quantum API Drift - Qiskit 0.43: leaderboard
Metric: Pass@1 (%; unbiased estimator from 3 samples per task, macro-averaged over 50 Qiskit HumanEval-derived tasks) of code generated for Qiskit 0.43 (0.43.3), executed in that Qiskit environment; REST API access at temperature 0.8 with a 1,024-token output cap; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 16 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.7 | 72 |
| 2 | GPT-5.4 | 69.33 |
| 3 | GPT-5.3 Codex | 64.71 |
| 4 | Claude Sonnet 4.6 | 60.67 |
| 5 | Grok 4.20 | 58.67 |
| 6 | Kimi K2 | 56.67 |
| 7 | GPT-OSS-120B | 51.68 |
| 8 | Nemotron 3 Super | 48.67 |
| 9 | Gemma 4 31B (IT) | 42.67 |
| 10 | Qwen3 Coder | 41.33 |
| 11 | Qwen 3 32B | 37.33 |
| 12 | Devstral 2 | 36.91 |
| 13 | GPT-5.4 Nano | 36 |
| 14 | Llama 3.3 70B Instruct | 35.33 |
| 15 | GLM-4.7 Flash | 23.33 |
Interactive version: theaggregate.ai/benchmark?slug=quantum-api-drift-qiskit-0-43 · How It Works · Data refreshed daily, snapshot 2026-09-29.