MEGA-Bench - Input Count: Video: leaderboard

The "Input Count: Video" subtask of MEGA-Bench. TIGER-Lab multimodal evaluation with 500+ tasks across vision-language understanding, generation, and reasoning with 44 models.

Metric: Average Score (%). Source: huggingface.co. Saturation forecast: Around March 2027. 44 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro (Preview 03-25)57.5#123
2GPT-4o53.2#343
3InternVL2.5-78B53#431
4InternVL3-78B51.2#352
5Claude 3.5 Sonnet (20240620)50.9#299
6Gemini 2.0 Flash (Preview)50.6#370
7Gemini 1.5 Pro (002)50.3#349
8InternVL3-38B50#405
9Claude 3.5 Sonnet (20241022)49.5#291
10Gemini 1.5 Flash (002)48.4#583
11Qwen 2 VL 72B47.8#460
12InternVL3-14B46.7#505
13Gemma 3 27B (IT)46.3#523
14GPT-4o Mini45.5#599
15Gemma 3 12B (IT)44.5#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-input-count-video · How It Works · Data refreshed daily, snapshot 2026-10-20.