ProOPF-B (Zero-Shot): leaderboard
Metric: Objective-value accuracy (%) over all ProOPF-B's 121 expert-annotated optimal power flow modeling cases (natural-language operating requirements turned into executable MATPOWER code); a case is correct when the generated implementation executes and its optimal objective value matches the expert implementation's within a small tolerance, pooled over the four difficulty levels (36, 30, 29 and 26 cases); zero-shot prompting; higher is better. Source: arxiv.org. Saturation forecast: Around March 2027. 9 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3 Pro | 26.45 | #77 |
| 2 | Claude Sonnet 4.5 | 23.14 | #138 |
| 3 | DeepSeek V3.2 | 18.18 | #198 |
| 4 | GPT-5.2 | 10.74 | #105 |
| 5 | GPT-5.1 | 8.26 | #131 |
| 6 | Claude 3.5 Sonnet | 6.61 | #337 |
| 7 | Qwen3 Coder | 5.79 | #285 |
| 8 | DeepSeek R1 | 1.65 | #245 |
| 9 | Qwen 3 30B A3B Instruct | 0 | #460 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=proopf-b-zero-shot · How It Works · Data refreshed daily, snapshot 2026-10-11.