| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Dependency Parsing | Universal Dependencies 2.7 (test) | AR DP Score70.8 | 14 | |
| Dependency Parsing | Universal Dependencies Low-Resource Languages (unseen test) | LAS (Breton)66.14 | 12 | |
| Dependency Parsing | Universal Dependencies 1.2 (test) | UAS (de)79.3 | 11 | |
| Dependency Parsing | Universal Dependencies High-Resource Languages (unseen test) | LAS (Finnish)65.82 | 10 | |
| Dependency Parsing | Universal Dependencies Low-Res treebanks (test) | LAS Score (Basque)52.9 | 8 | |
| Neural Pipeline | Universal Dependencies French-GSD v2.5 (test) | Token Coverage99.7 | 7 | |
| Dependency Parsing | Universal Dependencies (UD) English v2.11 | LAS94.9 | 6 | |
| Part-of-Speech Tagging | UD (Universal Dependencies) Croatian (test) | Accuracy96.3 | 6 | |
| Part-of-Speech Tagging | UD (Universal Dependencies) Russian (test) | Accuracy95.9 | 6 | |
| Part-of-Speech Tagging | UD (Universal Dependencies) Spanish (test) | Accuracy95.3 | 6 | |
| Neural Pipeline | Universal Dependencies Chinese-GSD 2.5 (test) | Token Accuracy97.01 | 5 | |
| Neural Pipeline | Universal Dependencies Arabic-PADT 2.5 (test) | Token Acc99.98 | 5 | |
| Morpho-syntactic Parsing | Universal Dependencies Turkish tr-kenet (test) | UPOS94.02 | 4 | |
| Morpho-syntactic Parsing | Universal Dependencies Scottish Gaelic (gd-arcosg) (test) | UPOS97.78 | 4 | |
| Morpho-syntactic Parsing | Universal Dependencies Norwegian (no-bokmaal) (test) | UPOS Accuracy98.94 | 4 | |
| Morpho-syntactic Parsing | Universal Dependencies English en-ewt (test) | UPOS Accuracy97.9 | 4 | |
| POS tagging | Universal Dependencies GUM treebank | Accuracy79.01 | 4 | |
| Universal Dependencies NLP Pipeline | Universal Dependencies Spanish-Ancora v2.5 (test) | Token Accuracy99.98 | 4 | |
| Universal Dependencies NLP Pipeline | Universal Dependencies English-EWT v2.5 (test) | Token Accuracy99.01 | 4 | |
| Dominant Word Order Prediction | Universal Dependencies Feature 144B | Accuracy77.4 | 3 | |
| Dominant Word Order Prediction | Universal Dependencies Feature 144A | Accuracy66.7 | 3 | |
| Dominant Word Order Prediction | Universal Dependencies Feature 94A | Accuracy93.6 | 3 | |
| Dominant Word Order Prediction | Universal Dependencies Feature 90A | Accuracy90.4 | 3 | |
| Dominant Word Order Prediction | Universal Dependencies Feature 89A | Accuracy93.1 | 3 | |
| Dominant Word Order Prediction | Universal Dependencies Feature 88A | Accuracy100 | 3 |