MEGA-Bench Task - Planning Visual Blocksworld: leaderboard

The "Planning Visual 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)60#291
3Claude 3.5 Sonnet (20240620)33.3#299
4GPT-4o20#343
5Gemma 3 27B (IT)13.3#523
6Gemini 1.5 Flash (002)13.3#583
7InternVL3-38B13.3#405
8Gemini 2.0 Flash (Preview)13.3#370
9Gemini 1.5 Pro (002)6.7#349
10InternVL3-78B6.7#352
11Qwen 2 VL 7B6.7#750
12InternVL3-14B6.7#505
13InternVL2.5-78B6.7#431
14Llama 3.2 11B6.7#1199
15Gemma 3 12B (IT)0#664

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