MEGA-Bench Task - App Layout Understanding Word: leaderboard

The "App Layout Understanding Word" 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-4o64.3#343
2Claude 3.5 Sonnet (20240620)64.3#299
3InternVL3-78B64.3#352
4Gemini 2.5 Pro (Preview 03-25)64.3#123
5GLM-4.1V-9B (Thinking)64.3#472 (GLM-4.1V-9B)
6Gemini 2.0 Flash (Preview)64.3#370
7Claude 3.5 Sonnet (20241022)57.1#291
8InternVL2.5-78B57.1#431
9GPT-4o Mini50#599
10InternVL3-8B50#620
11Qwen 2 VL 72B50#460
12Gemini 1.5 Pro (002)42.9#349
13Gemini 1.5 Flash (002)42.9#583
14InternVL3-38B42.9#405
15InternVL3-14B35.7#505

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-word · How It Works · Data refreshed daily, snapshot 2026-10-20.