OmniSch - Pin Detection: leaderboard
Metric: Pin detection F1 (x100): ground-truth pins matched by the pin matching score of Eq. 2 (net, pin and pad names and coarse structure) on the industrial-EDA (Real) schematics of the OmniSch held-out test split, the model converting each PCB schematic image into a spatially weighted netlist graph with one zero-shot prompt, predicted and reference nodes aligned by maximum-weight bipartite matching; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 69.28 |
| 2 | Claude Sonnet 4.6 | 55.13 |
| 3 | Qwen 3.5 122B A10B | 51.64 |
| 4 | GPT-5.2 | 51.55 |
| 5 | Ministral 3 14B | 37.94 |
| 6 | GPT-5 Mini | 36.58 |
| 7 | Llama 4 Maverick | 24.05 |
| 8 | Qwen 3 VL 8B Instruct | 1.95 |
Interactive version: theaggregate.ai/benchmark?slug=omnisch-pin-detection · How It Works · Data refreshed daily, snapshot 2026-10-07.