Quantum API Drift - Qiskit 1.3: leaderboard
Metric: Pass@1 (%; unbiased estimator from 3 samples per task, macro-averaged over 50 Qiskit HumanEval-derived tasks) of code generated for Qiskit 1.3 (1.3.0), 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 2027. 16 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Grok 4.20 | 51.33 |
| 2 | Claude Opus 4.7 | 43.33 |
| 3 | Kimi K2 | 42 |
| 4 | GPT-5.3 Codex | 35.77 |
| 5 | Nemotron 3 Super | 35.57 |
| 6 | GPT-OSS-120B | 34.67 |
| 7 | Devstral 2 | 28.77 |
| 8 | Qwen3 Coder | 28.67 |
| 9 | GPT-5.4 | 26.67 |
| 10 | GPT-5.4 Nano | 22.67 |
| 11 | Claude Sonnet 4.6 | 21.33 |
| 12 | GLM-4.7 Flash | 20.67 |
| 13 | Qwen 3 32B | 18.67 |
| 14 | Gemma 4 31B (IT) | 13.33 |
| 15 | Llama 3.3 70B Instruct | 4 |
Interactive version: theaggregate.ai/benchmark?slug=quantum-api-drift-qiskit-1-3 · How It Works · Data refreshed daily, snapshot 2026-09-29.