MEGA-Bench Task - Contain Contain Length: leaderboard

The "Contain Contain Length" 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
1InternVL3-38B93.3#405
2InternVL3-78B93.3#352
3Gemini 2.5 Pro (Preview 03-25)93.3#123
4Gemini 2.0 Flash (Preview)93.3#370
5Llama 4 Scout Base93.3#707
6Gemma 3 4B (IT)86.7#992
7InternVL3-8B86.7#620
8InternVL3-14B86.7#505
9GLM-4.1V-9B (Thinking)86.7#472 (GLM-4.1V-9B)
10Gemma 3 27B (IT)73.3#523
11Gemma 3 12B (IT)73.3#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-contain-contain-length · How It Works · Data refreshed daily, snapshot 2026-10-20.