MEGA-Bench Task - Video Detail Description: leaderboard

The "Video Detail Description" 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: Around January 2027. 44 models tracked.

Top models

#ModelScoreOverall rank
1GLM-4.1V-9B (Thinking)65.8#472 (GLM-4.1V-9B)
2Gemini 1.5 Pro (002)59.5#349
3Gemini 2.5 Pro (Preview 03-25)57.9#123
4GPT-4o56.8#343
5InternVL3-8B56.3#620
6Gemini 1.5 Flash (002)56.3#583
7InternVL3-14B53.7#505
8Gemma 3 27B (IT)53.2#523
9Gemini 2.0 Flash (Preview)52.1#370
10Gemma 3 12B (IT)51.6#664
11InternVL3-38B50.5#405
12InternVL3-78B49.5#352
13Qwen 2 VL 72B47.9#460
14Llama 4 Scout Base46.8#707
15Pixtral-12B45.3#808

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-video-detail-description · How It Works · Data refreshed daily, snapshot 2026-10-20.