MEGA-Bench Task - Out Of Context: leaderboard

The "Out Of Context" 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. 17 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro (Preview 03-25)100#123
2InternVL3-14B85.7#505
3Gemini 2.0 Flash (Preview)85.7#370
4Gemma 3 27B (IT)78.6#523
5Gemma 3 12B (IT)78.6#664
6InternVL3-38B78.6#405
7GLM-4.1V-9B (Thinking)78.6#472 (GLM-4.1V-9B)
8Gemma 3 4B (IT)71.4#992
9InternVL3-78B71.4#352
10Llama 4 Scout Base71.4#707
11InternVL3-8B64.3#620

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-out-of-context · How It Works · Data refreshed daily, snapshot 2026-10-20.