MEGA-Bench Task - App Layout Understanding Notes: leaderboard

The "App Layout Understanding Notes" subtask of MEGA-Bench Task. A single task from MEGA-Bench, a large-scale multimodal evaluation suite that scores vision-language models across 500+ real-world tasks spanning perception, reasoning, OCR, charts, documents, and multi-image understanding.

Metric: Task Score (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 44 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o78.6#343
2Claude 3.5 Sonnet (20241022)71.4#291
3Gemini 2.5 Pro (Preview 03-25)71.4#123
4Claude 3.5 Sonnet (20240620)64.3#299
5InternVL3-78B57.1#352
6Gemini 2.0 Flash (Preview)50#370
7InternVL3-38B42.9#405
8Qwen 2 VL 72B42.9#460
9InternVL2.5-78B42.9#431
10GLM-4.1V-9B (Thinking)42.9#472 (GLM-4.1V-9B)
11Gemini 1.5 Pro (002)35.7#349
12Gemini 1.5 Flash (002)35.7#583
13InternVL3-14B28.6#505
14Gemma 3 4B (IT)21.4#992
15Pixtral-12B21.4#808

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

Interactive version: theaggregate.ai/benchmark?slug=mega-bench-task-app-layout-understanding-notes · How It Works · Data refreshed daily, snapshot 2026-10-20.