Enginuity - Parts Recall (Direct): leaderboard
Metric: Recall@all (%): share of ground-truth parts recovered, matched on item number; zero-shot direct prompt; Task 1 of Enginuity: 494 engineering diagrams from U.S. military repair-parts manuals; the model lists every called-out part (item number, part number, description) as JSON from the diagram image alone, scored against the manuals' parts tables; temperature 0, 4,096 output tokens; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 VL 32B Instruct | 86.5 |
| 2 | Claude Opus 4.7 | 81.4 |
| 3 | GPT-5.2 Instant | 60.8 |
Interactive version: theaggregate.ai/benchmark?slug=enginuity-parts-recall-direct · How It Works · Data refreshed daily, snapshot 2026-09-29.