| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Word Similarity | MEN | Spearman Rho0.596 | 74 | |
| Meningioma grade classification | MEN (test) | AUC98.07 | 60 | |
| Next-Item Recommendation | Men Amazon (test) | HR@1061.7 | 29 | |
| Next-item prediction | Men 100 negative samples | HR@1061.8 | 10 | |
| Multimodal Classification | MEN | Accuracy95.61 | 9 | |
| Recommendation | Men (test) | Recall@100.617 | 8 | |
| Lexical Semantics | MEN VG vocabulary | Spearman Correlation0.717 | 7 | |
| Word Similarity | MEN 3k (train) | Spearman Correlation0.65 | 6 | |
| Named Entity Recognition | MEN-Dataset (val) | F1 (PERSON)86 | 5 | |
| Segmentation | MEN-RT N=70 (val) | Dice (LW, GTV)80.3 | 5 | |
| Lexical Similarity | MEN (test) | Spearman Correlation0.8435 | 5 | |
| Word Similarity | MEN-3k | Spearman Correlation0.779 | 5 | |
| Word Similarity | MEN-TR-3K (test) | Spearman Correlation0.721 | 5 | |
| Multimodal Diagnosis | MEN | Params14 | 4 | |
| Word Similarity | MEN Wiki052024 | Spearman Correlation (ρ)0.365 | 4 |