MEGA-Bench Task - Video Content Reasoning: leaderboard
The "Video Content Reasoning" 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: Not forecast. 44 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 1.5 Flash (002) | 88.9 | #583 |
| 2 | Pixtral-12B | 88.9 | #808 |
| 3 | Claude 3.5 Sonnet (20241022) | 77.8 | #291 |
| 4 | Gemini 1.5 Pro (002) | 77.8 | #349 |
| 5 | Claude 3.5 Sonnet (20240620) | 77.8 | #299 |
| 6 | InternVL2-8B | 77.8 | #817 |
| 7 | InternVL2.5-78B | 77.8 | #431 |
| 8 | GPT-4o Mini | 66.7 | #599 |
| 9 | Qwen 2 VL 72B | 66.7 | #460 |
| 10 | GPT-4o | 55.6 | #343 |
| 11 | MiniCPM-V-2.6 | 55.6 | #836 |
| 12 | Qwen 2 VL 2B | 55.6 | #1220 |
| 13 | Gemma 3 12B (IT) | 44.4 | #664 |
| 14 | Gemma 3 4B (IT) | 44.4 | #992 |
| 15 | Qwen 2 VL 7B | 44.4 | #750 |
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-content-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-20.