HELM Image2Struct - Image2Musicsheet: leaderboard

The "Image2Musicsheet" 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 Mini (2024-07-18)49.52#561
2GPT-4o (2024-08-06)47.76#335
3Gemini 1.5 Pro (002)46.74#350
4Claude 3 Opus (20240229)36.72#413
5GPT-4o (2024-05-13)34.05#326
6Claude 3.5 Sonnet (20240620)31.65#298
7Gemini 1.5 Flash (002)22.5#585
8Claude 3 Sonnet (20240229)16.71#681
9Claude 3.5 Sonnet (20241022)13.21#291

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-image2musicsheet · How It Works · Data refreshed daily, snapshot 2026-10-23.