| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MMEB | UniME-V2 | Classification Score788.1 | 94 | 1mo ago | |
| Multi30k (test) | CCLM | Recall (EN)97.8 | 35 | 3mo ago | |
| M5Product | MOON2.0 | Recall@115.27 | 30 | 2mo ago | |
| MS COCO Karpathy (test) | Multimodal Fusion | Recall@147.3 | 27 | 1mo ago | |
| Flickr8k Karpathy (test) | Multimodal Fusion | Recall@171.8 | 27 | 1mo ago | |
| MMEB Image V2 | UME-R1 | CLS Accuracy69.1 | 22 | 2mo ago | |
| VGGSound-S (test) | Recall@1 (Video -> Text)6.8 | 19 | 1mo ago | ||
| MMEB Image v2 (test) | CLS (Hit@1)76.1 | 18 | 1mo ago | ||
| MMEB v1 (test) | VLM2VEC-7B | Classification61.2 | 18 | 1mo ago | |
| MMEB Total v2 | UME-R1 | Overall Score68.1 | 15 | 3mo ago | |
| MMEB Video V2 | UME-R1 | CLS Accuracy51.6 | 15 | 3mo ago | |
| MT-FIQ | V-Retrver-7B | Recall@568.3 | 15 | 3mo ago | |
| Sports MAG benchmark | GOMA | R@172.6 | 13 | 16d ago | |
| Ele-fashion MAG benchmark | GOMA | R@176.3 | 13 | 16d ago | |
| Flickr30k MAG benchmark | GOMA | R@191.7 | 13 | 16d ago | |
| RedditS MAG benchmark | GOMA | R@178.3 | 13 | 16d ago | |
| Grocery MAG benchmark | GOMA | R@188.8 | 13 | 16d ago | |
| Movies MAG benchmark | GOMA | Recall@180.3 | 13 | 16d ago | |
| MAG Toys benchmark | GOMA | R@187.4 | 13 | 16d ago | |
| MRMR | Score (Art Domain)79.3 | 11 | 1mo ago | ||
| WikiVideo (test) | RankVideo | Alpha-nDCG62.8 | 10 | 3mo ago | |
| MULTIMODALQA Doc (test) | VISRAG | Total Time (ms)371 | 10 | 3mo ago | |
| WholeHouse-MM (test) | Affordance RAG | Target Object Recall@532.8 | 9 | 3mo ago | |
| M-BEIR extended (test) | MMEmbed | Recall (I→I)32.1 | 7 | 3mo ago | |
| RAVENEA (test) | Ravenea-CLIP | MRR82.17 | 7 | 3mo ago |
