DocVQA 2026 - Science Paper: leaderboard

DocVQA 2026 accuracy on science paper documents under the published high-thinking baseline protocol.

Metric: Accuracy (%, high thinking). Source: huggingface.co. Saturation forecast: Around April 2027. 4 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash (Preview) (High)50#90 (Gemini 3 Flash (Preview))
2GPT-5.2 (High)40#115 (GPT-5.2)
3Gemini 3 Pro (Preview) (High)30#71 (Gemini 3 Pro (Preview))
4GPT-5 Mini (High)10#193 (GPT-5 Mini)

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=docvqa-2026-science-paper · How It Works · Data refreshed daily, snapshot 2026-11-05.