HELM Image2Struct - Image2Webpage: leaderboard

The "Image2Webpage" subtask of HELM Image2Struct. Stanford HELM's Image2Struct project: a model is shown a rendered image — a webpage, a LaTeX plot or equation, a music score — and must emit the source that reproduces it, scored on how closely the re-rendered output matches the original.

Metric: EMS. Source: crfm.stanford.edu. Saturation forecast: Estimated already saturated. 20 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o (2024-08-06)73.51#335
2Claude 3.5 Sonnet (20240620)72.41#298
3Claude 3.5 Sonnet (20241022)71.22#291
4GPT-4o (2024-05-13)71.03#326
5GPT-4o Mini (2024-07-18)69.59#561
6Gemini 1.5 Pro (002)68.32#350
7Gemini 1.5 Flash (002)67.37#585
8Claude 3 Sonnet (20240229)64.19#681
9Claude 3 Opus (20240229)37.8#413

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=helm-image2struct-image2webpage · How It Works · Data refreshed daily, snapshot 2026-10-23.