MMEB Video — leaderboard
Metric: Video Overall Score (%). Source: huggingface.co. 74 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | octen-vl-embedding-large | 75.95 |
| 2 | DME-Large | 74.36 |
| 3 | DME-Medium | 70.79 |
| 4 | octen-vl-embedding | 68.84 |
| 5 | seed1.6-embedding-1215 | 67.74 |
| 6 | QQMM-embed-v4 | 67.4 |
| 7 | Qwen3-VL-Embedding-8B | 67.15 |
| 8 | DME-Small | 65.63 |
| 9 | WeMM-Embedding-8B | 63.24 |
| 10 | Qwen3-VL-Embedding-2B | 61.87 |
Interactive version: theaggregate.ai/benchmark?slug=mmeb-video · How the rankings work · Data refreshed daily, snapshot 2026-07-22.