| Paper | Code | MMEB-v3 Score | ModelName | ReleaseDate |
|---|---|---|---|---|
| MMEB Leaderboard | ✓ Link | 59.33 | WeMM-Embedding-9B | 2026-08-25 |
| Ovis-Embedding: Pushing the Frontiers of Universal Omni-Modal Embeddings | ✓ Link | 58.46 | Ovis-Embedding-Omni-3B | 2026-09-21 |
| MMEB Leaderboard | ✓ Link | 57.97 | WeMM-Embedding-4B | 2026-08-25 |
| MMEB Leaderboard | ✓ Link | 55.77 | WeMM-Embedding-2B | 2026-08-25 |
| MMEB Leaderboard | ✓ Link | 52.26 | UEmbed-9B (hybrid) | 2026-08-03 |
| MMEB Leaderboard | ✓ Link | 52.22 | UEmbed-9B (dense) | 2026-08-03 |
| MMEB Leaderboard | ✓ Link | 51.77 | UEmbed-9B (sparse) | 2026-08-03 |
| MMEB Leaderboard | ✓ Link | 51.01 | UEmbed-4B (dense) | 2026-08-03 |
| MMEB Leaderboard | ✓ Link | 50.85 | UEmbed-4B (sparse) | 2026-08-03 |
| MMEB Leaderboard | ✓ Link | 47.76 | UEmbed-2B (sparse) | 2026-08-03 |
| MMEB Leaderboard | 47.14 | e5-omni-7B | 2026-01-07 | |
| MMEB Leaderboard | 44.63 | e5-omni-3B | 2026-01-07 | |
| MMEB Leaderboard | ✓ Link | 43.14 | LCO-Embedding-Omni-7B | 2025-10-13 |
| MMEB Leaderboard | 32.94 | DME-Large | 2026-08-03 | |
| MMEB Leaderboard | 32.18 | DME-Medium | 2026-08-03 | |
| MMEB Leaderboard | ✓ Link | 31.95 | Qwen3-VL-Embedding-8B | 2026-01-08 |
| MMEB Leaderboard | 30.69 | DME-Small | 2026-08-03 | |
| MMEB Leaderboard | ✓ Link | 30.07 | Qwen3-VL-Embedding-2B | 2026-01-08 |
| MMEB Leaderboard | ✓ Link | 26.3 | UME-R1-7B | 2025-11-01 |
| MMEB Leaderboard | ✓ Link | 24.7 | interestFM-UIR-CAFe-7B | 2025-03-25 |
| MMEB Leaderboard | ✓ Link | 24.5 | UME-R1-2B | 2025-11-01 |
| MMEB Leaderboard | ✓ Link | 24.22 | EmbeddingGemma-2 | 2025-09-24 |
| MMEB Leaderboard | 23.53 | gme-Qwen2-VL-7B-Instruct | 2024-12-22 | |
| MMEB Leaderboard | 22.02 | gme-Qwen2-VL-2B-Instruct | 2024-12-22 | |
| MMEB Leaderboard | ✓ Link | 20.25 | interestFM-UIR-CAFe-0.5B | 2025-03-25 |
| VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks | 19.29 | VLM2Vec-V1-Qwen2VL-7B | 2024-10-07 | |
| VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks | 17.53 | VLM2Vec-V1-Qwen2VL-2B | 2024-10-07 | |
| MMEB Leaderboard | 14.08 | RGE(Qwen2VL-7B) | 2025-11-20 | |
| MMEB Leaderboard | 13.76 | RGE(Qwen2.5VL-7B) | 2025-11-20 | |
| MMEB Leaderboard | 13.29 | RGE(Qwen2.5VL-3B) | 2025-11-20 | |
| MMEB Leaderboard | 13.16 | RGE(Qwen2VL-2B) | 2025-11-20 |