MEGA-Bench Task - Planning Screenshot Blocksworld: leaderboard

The "Planning Screenshot Blocksworld" 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)100#123
2Claude 3.5 Sonnet (20241022)40#291
3Claude 3.5 Sonnet (20240620)33.3#299
4Gemini 2.0 Flash (Preview)33.3#370
5Gemini 1.5 Pro (002)26.7#349
6Gemma 3 27B (IT)13.3#523
7GPT-4o6.7#343
8Gemma 3 12B (IT)6.7#664
9Gemma 3 4B (IT)6.7#992
10GPT-4o Mini6.7#599
11Gemini 1.5 Flash (002)6.7#583
12InternVL3-38B6.7#405
13InternVL3-14B6.7#505
14Aquila-VL-2B6.7#1238
15Llama 3.2 11B6.7#1199

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-planning-screenshot-blocksworld · How It Works · Data refreshed daily, snapshot 2026-10-20.