MMEB Video: leaderboard
Metric: Video Overall Score (%). Source: huggingface.co. 95 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | octen-vl-embedding-large | 75.95 |
| 2 | DME-Large | 74.36 |
| 3 | WeMM-Embedding-9B | 74.31 |
| 4 | WeMM-Embedding-4B | 72.11 |
| 5 | WeMM-Embedding-2B | 70.82 |
| 6 | DME-Medium | 70.79 |
| 7 | octen-vl-embedding | 68.84 |
| 8 | seed1.6-embedding-1215 | 67.74 |
| 9 | QQMM-embed-v4 | 67.4 |
| 10 | Qwen3-VL-Embedding-8B | 67.15 |
Interactive version: theaggregate.ai/benchmark?slug=mmeb-video · How It Works · Data refreshed daily, snapshot 2026-09-05.