MEGA-Bench Task - Video Eval Dynamic Pref: leaderboard

The "Video Eval Dynamic Pref" 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
1Gemma 3 12B (IT)93.8#664
2Gemini 2.5 Pro (Preview 03-25)93.8#123
3Gemini 2.0 Flash (Preview)93.8#370
4Gemma 3 27B (IT)87.5#523
5Claude 3.5 Sonnet (20240620)87.5#299
6Claude 3.5 Sonnet (20241022)81.2#291
7Gemini 1.5 Pro (002)81.2#349
8GPT-4o75#343
9Gemini 1.5 Flash (002)75#583
10Qwen 2 VL 72B75#460
11InternVL2.5-78B75#431
12InternVL3-38B68.8#405
13InternVL3-14B68.8#505
14InternVL3-8B62.5#620
15InternVL3-78B62.5#352

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-eval-dynamic-pref · How It Works · Data refreshed daily, snapshot 2026-10-20.