MEGA-Bench Task - Recipe Image Ordering: leaderboard

The "Recipe Image Ordering" 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
1Gemini 2.5 Pro (Preview 03-25)85.7#123
2GLM-4.1V-9B (Thinking)85.7#472 (GLM-4.1V-9B)
3Gemini 2.0 Flash (Preview)85.7#370
4GPT-4o Mini78.6#599
5Claude 3.5 Sonnet (20241022)78.6#291
6GPT-4o64.3#343
7Gemini 1.5 Pro (002)64.3#349
8Claude 3.5 Sonnet (20240620)64.3#299
9Gemini 1.5 Flash (002)35.7#583
10InternVL3-14B35.7#505
11Gemma 3 27B (IT)28.6#523
12Gemma 3 12B (IT)28.6#664
13Gemma 3 4B (IT)21.4#992
14InternVL3-38B14.3#405
15Qwen 2 VL 72B14.3#460

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-recipe-image-ordering · How It Works · Data refreshed daily, snapshot 2026-10-20.