DrawingVQA - Domain-Expert Reasoning: leaderboard

Questions that need compositional reasoning, implicit construction engineering knowledge or information aligned across several drawings; the third reasoning depth of DrawingVQA (2026). Accuracy in percent, higher is better.

Metric: Accuracy (%; reasoning depth R3, 27 domain-expert reasoning questions of the 92 expert-curated questions on 33 Issued for Construction drawings, multiple choice and open-ended). Source: arxiv.org. Saturation forecast: Around March 2027. 19 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro (Preview)70.4#113
2Gemini 2.5 Pro55.6#266
3O3 (2025-04-16)48.2#216
4Gemini 2.5 Flash44.4#453
5Qwen 3 VL 8B Instruct44.4#981
6Qwen 3 VL 32B Instruct44.4#585
7Claude Sonnet 4.540.7#250
8Llama 4 Scout Instruct40.7#1543
9GPT-4o (2024-08-06)40.7#740
10Claude Haiku 4.533.3#568
11Qwen 3 VL 30B A3B Instruct29.6#871
12Phi-4 Multimodal Instruct29.6#3882
13Llama 3.2 11B Instruct22.2#4991

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=drawingvqa-domain-expert-reasoning · How It Works · Data refreshed daily, snapshot 2026-11-13.