MEGA-Bench Task - Planning Screenshot Tyreworld: leaderboard

The "Planning Screenshot Tyreworld" 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
1Qwen 2 VL 72B100#460
2Gemini 2.0 Flash (Preview)100#370
3GPT-4o93.3#343
4Gemma 3 27B (IT)93.3#523
5GPT-4o Mini93.3#599
6InternVL2.5-78B93.3#431
7Gemini 2.5 Pro (Preview 03-25)86.7#123
8InternVL3-78B80#352
9Gemma 3 12B (IT)60#664
10InternVL3-8B53.3#620
11Claude 3.5 Sonnet (20241022)46.7#291
12InternVL2-8B46.7#817
13Gemma 3 4B (IT)40#992
14Gemini 1.5 Pro (002)33.3#349
15InternVL3-38B26.7#405

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