| Chinese Treebank (CTB) (test) | Mrini et al. | UAS94.6 | | 99 | 3d ago |
| Penn Treebank (PTB) (test) | Hexatagger | LAS96.4 | | 80 | 3d ago |
| English PTB Stanford Dependencies (test) | Left-to-Right Dependency Parser (This work) | UAS96.04 | | 76 | 3d ago |
| WSJ (test) | Dozat and Manning | UAS95.74 | | 67 | 3d ago |
| UD 2.2 (test) | MRC-based Span-Span Prediction (Non-Projective) | bg93.76 | | 31 | 3d ago |
| WSJ 10 or fewer words (test) | Joint training: sibling-NDMV + L-NDMV | UAS79.9 | | 25 | 3d ago |
| CoNLL German 2009 (test) | STACKPTR | UAS94.77 | | 25 | 3d ago |
| PTB | Mrini et al. | UAS97.4 | | 24 | 3d ago |
| Dep. Parse (test) | CVT + Multi-Task + Large | UAS96.61 | | 23 | 3d ago |
| Penn Treebank (PTB) Section 23 v2.2 (test) | Dozat and Manning (Stanford conversion) | UAS95.66 | | 17 | 3d ago |
| English (en) (test) | DM | LAS95.33 | | 16 | 3d ago |
| Dependency Parsing | Ensemble | LCM Accuracy60.64 | | 15 | 3d ago |
| Universal Dependencies 2.7 (test) | LTSFT | AR DP Score70.8 | | 14 | 3d ago |
| CoNLL Spanish 2009 (test) | Deep Biaffine | UAS94.34 | | 14 | 3d ago |
| CoNLL 2009 (test) | Ensemble MST Parser | UAS91.86 | | 14 | 3d ago |
| TB2 (test) | spaCy-XLM-RoBERTa | UAS83.82 | | 13 | 3d ago |
| Parsing (test) | Pseudo MLM | LAS43.5 | | 13 | 3d ago |
| CoNLL English 2009 (test) | Deep Biaffine | UAS95.21 | | 13 | 3d ago |
| Universal Dependencies Low-Resource Languages (unseen test) | MAML | LAS (Breton)66.14 | | 12 | 3d ago |
| 30 unseen languages split (test) | worst-case-aware automated curriculum learning | Average LAS42.3 | | 12 | 3d ago |
| DaNE (test) | DaCy large | UAS90.85 | | 12 | 3d ago |
| CoNLL Czech 2009 (test) | STACKPTR | UAS92.83 | | 12 | 3d ago |
| CoNLL Chinese 2009 (test) | BIAF | UAS94.05 | | 12 | 3d ago |
| CTB | Single2O | UAS92.78 | | 11 | 3d ago |
| UD Treebank Arabic (test) | FACTORIZER | LAS87.05 | | 11 | 3d ago |
