DrawingVQA - Contextual Interpretation: leaderboard

Questions that connect several pieces of information on one construction drawing sheet, such as a footing elevation along a grid line; the second reasoning depth of DrawingVQA (2026). Accuracy in percent, higher is better.

Metric: Accuracy (%; reasoning depth R2, 34 contextual-interpretation questions of the 92 expert-curated questions on 33 Issued for Construction drawings, multiple choice and open-ended). Source: arxiv.org. Saturation forecast: Around February 2027. 19 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro (Preview)79.4#113
2Qwen 3 VL 32B Instruct79.4#585
3Gemini 2.5 Pro76.5#266
4Gemini 2.5 Flash73.5#453
5Claude Haiku 4.573.5#568
6Claude Sonnet 4.564.7#250
7Qwen 3 VL 8B Instruct61.8#981
8O3 (2025-04-16)61.8#216
9Llama 4 Scout Instruct58.8#1543
10Qwen 3 VL 30B A3B Instruct58.8#871
11Llama 3.2 11B Instruct47.1#4991
12Phi-4 Multimodal Instruct47.1#3882
13GPT-4o (2024-08-06)44.1#740

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

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