| ## Universal Dependencies 2.10 Models #universal_dependencies_210_models | |
| Universal Dependencies 2.10 Models are distributed under the | |
| [CC BY-NC-SA](https://creativecommons.org/licenses/by-nc-sa/4.0/) licence. | |
| The models are based solely on [Universal Dependencies | |
| 2.10](https://hdl.handle.net/11234/1-4758) treebanks, and additionally | |
| use [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md) | |
| and [RobeCzech](https://huggingface.co./ufal/robeczech-base). | |
| The models require [UDPipe 2](https://ufal.mff.cuni.cz/udpipe/2). | |
| ### Download | |
| The latest version 220711 of the Universal Dependencies 2.10 models | |
| can be downloaded from [LINDAT/CLARIN repository](https://hdl.handle.net/11234/1-4804). | |
| The models are also available in the [REST service](https://lindat.mff.cuni.cz/services/udpipe/). | |
| ### Acknowledgements #universal_dependencies_210_models_acknowledgements | |
| This work has been supported by the Ministry of Education, Youth and Sports of | |
| the Czech Republic, Project No. LM2018101 LINDAT/CLARIAH-CZ. | |
| The models were trained on [Universal Dependencies 2.10](https://hdl.handle.net/11234/1-4758) treebanks. | |
| For the UD treebanks which do not contain original plain text version, | |
| raw text is used to train the tokenizer instead. The plain texts | |
| were taken from the [W2C -- Web to Corpus](https://hdl.handle.net/11858/00-097C-0000-0022-6133-9). | |
| Finally, [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md) | |
| and [RobeCzech](https://huggingface.co./ufal/robeczech-base) are used to provide | |
| contextualized word embeddings. | |
| ### Publications | |
| - Milan Straka, Jakub NΓ‘plava, Jana StrakovΓ‘, David Samuel (2020): [RobeCzech: Czech RoBERTa, a monolingual contextualized language representation model](https://doi.org/10.1007/978-3-030-83527-9_17). In: Text, Speech, and Dialogue. TSD 2021. Lecture Notes in Computer Science, vol 12848. Springer, Cham. | |
| - Milan Straka, Jana StrakovΓ‘, Jan HajiΔ (2019): [Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing](https://arxiv.org/abs/1908.07448). In: ArXiv.org Computing Research Repository, ISSN 2331-8422, 1904.02099 | |
| - Milan Straka (2018): [UDPipe 2.0 Prototype at CoNLL 2018 UD Shared Task](https://www.aclweb.org/anthology/K18-2020/). In: Proceedings of CoNLL 2018: The SIGNLL Conference on Computational Natural Language Learning, pp. 197-207, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-948087-72-8 | |
| ### Model Description | |
| The Universal Dependencies 2.10 models contain 123 models of 69 languages, each | |
| consisting of a tokenizer, tagger, lemmatizer and dependency parser, all trained | |
| using the UD data. We used the original train-dev-test split, but for treebanks | |
| with only train and no dev data we used last 10% of the train data as dev data. | |
| We produce models only for treebanks with at least 1000 training words. | |
| The tokenizer is trained using the `SpaceAfter=No` features. If the features | |
| are not present in the data, they can be filled in using raw text in the | |
| language in question. | |
| The tagger, lemmatizer and parser are trained using gold UD data. | |
| ### Model Performance | |
| We present the tokenizer, tagger, lemmatizer and parser performance, measured on | |
| the testing portion of the data, evaluated both on the raw text and using the | |
| gold tokenization. The results are F1 scores measured by the `conll18_ud_eval.py` | |
| script. | |
| | Model | Mode | Words | Sents | UPOS | XPOS | UFeats | AllTags | Lemma | UAS | LAS | MLAS | BLEX | | |
| |:------------------------------------------|:------------------|-------:|-------:|------:|------:|-------:|--------:|-------:|------:|------:|------:|------:| | |
| | afrikaans-afribooms-ud-2.10-220711 | Raw text | 99.78 | 98.59 | 98.58 | 95.46 | 98.13 | 95.33 | 97.43 | 90.10 | 87.23 | 78.64 | 78.59 | | |
| | afrikaans-afribooms-ud-2.10-220711 | Gold tokenization | β | β | 98.77 | 95.62 | 98.31 | 95.50 | 97.53 | 90.72 | 87.80 | 79.23 | 78.99 | | |
| | ancient_greek-perseus-ud-2.10-220711 | Raw text | 99.97 | 98.85 | 92.83 | 85.55 | 91.45 | 84.87 | 86.68 | 80.13 | 74.36 | 54.62 | 55.72 | | |
| | ancient_greek-perseus-ud-2.10-220711 | Gold tokenization | β | β | 92.88 | 85.60 | 91.47 | 84.90 | 86.70 | 80.32 | 74.53 | 54.73 | 55.87 | | |
| | ancient_greek-proiel-ud-2.10-220711 | Raw text | 100.00 | 48.02 | 97.77 | 98.05 | 92.35 | 91.05 | 94.71 | 79.82 | 76.06 | 60.08 | 65.75 | | |
| | ancient_greek-proiel-ud-2.10-220711 | Gold tokenization | β | β | 97.87 | 98.14 | 92.49 | 91.26 | 94.73 | 86.05 | 82.14 | 67.03 | 71.90 | | |
| | ancient_hebrew-ptnk-ud-2.10-220711 | Raw text | 68.76 | 98.06 | 56.80 | 56.94 | 55.13 | 50.80 | 49.88 | 38.73 | 34.67 | 18.47 | 17.69 | | |
| | ancient_hebrew-ptnk-ud-2.10-220711 | Gold tokenization | β | β | 68.03 | 67.97 | 66.97 | 56.15 | 53.35 | 63.31 | 51.61 | 28.08 | 24.34 | | |
| | arabic-padt-ud-2.10-220711 | Raw text | 94.58 | 82.09 | 91.72 | 89.01 | 89.14 | 88.69 | 90.41 | 78.63 | 74.54 | 65.84 | 67.88 | | |
| | arabic-padt-ud-2.10-220711 | Gold tokenization | β | β | 97.02 | 94.38 | 94.53 | 94.08 | 95.31 | 88.11 | 83.49 | 74.57 | 76.13 | | |
| | armenian-armtdp-ud-2.10-220711 | Raw text | 99.28 | 95.70 | 96.07 | β | 91.39 | 90.28 | 95.04 | 86.84 | 82.22 | 69.53 | 74.39 | | |
| | armenian-armtdp-ud-2.10-220711 | Gold tokenization | β | β | 96.63 | β | 92.03 | 90.77 | 95.70 | 88.50 | 83.81 | 70.18 | 75.42 | | |
| | armenian-bsut-ud-2.10-220711 | Raw text | 99.79 | 98.73 | 97.31 | β | 92.01 | 91.24 | 96.62 | 90.02 | 85.75 | 71.20 | 78.86 | | |
| | armenian-bsut-ud-2.10-220711 | Gold tokenization | β | β | 97.53 | β | 92.24 | 91.48 | 96.82 | 90.56 | 86.29 | 71.73 | 79.32 | | |
| | basque-bdt-ud-2.10-220711 | Raw text | 99.94 | 99.83 | 96.25 | β | 92.69 | 90.69 | 96.36 | 87.40 | 84.28 | 73.94 | 79.81 | | |
| | basque-bdt-ud-2.10-220711 | Gold tokenization | β | β | 96.30 | β | 92.73 | 90.72 | 96.39 | 87.48 | 84.36 | 73.99 | 79.86 | | |
| | belarusian-hse-ud-2.10-220711 | Raw text | 99.47 | 83.97 | 98.30 | 96.26 | 94.38 | 92.37 | 93.35 | 86.84 | 84.85 | 76.00 | 76.01 | | |
| | belarusian-hse-ud-2.10-220711 | Gold tokenization | β | β | 98.81 | 96.74 | 94.94 | 92.87 | 93.86 | 89.55 | 87.38 | 78.23 | 78.11 | | |
| | bulgarian-btb-ud-2.10-220711 | Raw text | 99.91 | 94.17 | 99.19 | 97.20 | 97.97 | 96.85 | 97.99 | 94.41 | 91.67 | 85.89 | 86.31 | | |
| | bulgarian-btb-ud-2.10-220711 | Gold tokenization | β | β | 99.29 | 97.30 | 98.07 | 96.96 | 98.09 | 95.24 | 92.44 | 86.52 | 87.03 | | |
| | catalan-ancora-ud-2.10-220711 | Raw text | 99.95 | 99.08 | 99.07 | 97.21 | 98.70 | 96.96 | 99.40 | 94.86 | 93.14 | 87.45 | 88.92 | | |
| | catalan-ancora-ud-2.10-220711 | Gold tokenization | β | β | 99.14 | 97.32 | 98.78 | 97.07 | 99.46 | 95.02 | 93.30 | 87.69 | 89.13 | | |
| | chinese-gsdsimp-ud-2.10-220711 | Raw text | 90.29 | 99.10 | 87.21 | 87.16 | 89.74 | 86.42 | 90.29 | 73.11 | 70.62 | 63.58 | 67.09 | | |
| | chinese-gsdsimp-ud-2.10-220711 | Gold tokenization | β | β | 96.14 | 96.04 | 99.45 | 95.30 | 99.99 | 87.28 | 84.07 | 78.56 | 82.64 | | |
| | chinese-gsd-ud-2.10-220711 | Raw text | 90.27 | 99.10 | 87.15 | 87.05 | 89.71 | 86.36 | 90.27 | 72.85 | 70.29 | 63.41 | 66.89 | | |
| | chinese-gsd-ud-2.10-220711 | Gold tokenization | β | β | 96.21 | 96.08 | 99.40 | 95.34 | 99.99 | 87.15 | 83.96 | 78.41 | 82.59 | | |
| | classical_chinese-kyoto-ud-2.10-220711 | Raw text | 97.26 | 40.71 | 87.40 | 86.48 | 89.97 | 83.27 | 96.78 | 67.56 | 62.17 | 58.02 | 60.60 | | |
| | classical_chinese-kyoto-ud-2.10-220711 | Gold tokenization | β | β | 92.30 | 90.87 | 93.94 | 88.19 | 99.47 | 83.16 | 77.63 | 73.15 | 76.42 | | |
| | coptic-scriptorium-ud-2.10-220711 | Raw text | 74.49 | 33.87 | 72.43 | 72.34 | 72.53 | 71.54 | 72.91 | 51.25 | 49.43 | 36.55 | 39.14 | | |
| | coptic-scriptorium-ud-2.10-220711 | Gold tokenization | β | β | 96.94 | 96.78 | 97.49 | 95.50 | 97.02 | 90.48 | 87.70 | 76.04 | 79.57 | | |
| | croatian-set-ud-2.10-220711 | Raw text | 99.93 | 94.79 | 98.48 | 95.72 | 96.23 | 95.49 | 97.60 | 92.17 | 89.27 | 81.53 | 84.23 | | |
| | croatian-set-ud-2.10-220711 | Gold tokenization | β | β | 98.54 | 95.80 | 96.30 | 95.56 | 97.68 | 92.67 | 89.75 | 81.92 | 84.69 | | |
| | czech-pdt-ud-2.10-220711 | Raw text | 99.94 | 93.74 | 99.37 | 98.40 | 98.33 | 98.02 | 99.21 | 94.90 | 93.50 | 90.28 | 91.88 | | |
| | czech-pdt-ud-2.10-220711 | Gold tokenization | β | β | 99.45 | 98.47 | 98.40 | 98.09 | 99.28 | 95.63 | 94.23 | 90.88 | 92.50 | | |
| | czech-cac-ud-2.10-220711 | Raw text | 99.99 | 99.68 | 99.72 | 98.57 | 98.37 | 98.12 | 99.18 | 96.12 | 94.76 | 91.09 | 92.67 | | |
| | czech-cac-ud-2.10-220711 | Gold tokenization | β | β | 99.73 | 98.58 | 98.38 | 98.13 | 99.19 | 96.12 | 94.76 | 91.11 | 92.69 | | |
| | czech-cltt-ud-2.10-220711 | Raw text | 99.71 | 97.79 | 99.22 | 95.32 | 95.23 | 95.03 | 99.18 | 90.77 | 89.24 | 81.35 | 86.22 | | |
| | czech-cltt-ud-2.10-220711 | Gold tokenization | β | β | 99.47 | 95.47 | 95.40 | 95.18 | 99.47 | 91.20 | 89.68 | 81.67 | 86.73 | | |
| | czech-fictree-ud-2.10-220711 | Raw text | 99.99 | 98.95 | 99.17 | 97.06 | 97.83 | 96.86 | 99.35 | 96.38 | 94.91 | 89.61 | 92.81 | | |
| | czech-fictree-ud-2.10-220711 | Gold tokenization | β | β | 99.18 | 97.08 | 97.84 | 96.88 | 99.36 | 96.46 | 94.97 | 89.71 | 92.91 | | |
| | danish-ddt-ud-2.10-220711 | Raw text | 99.81 | 89.78 | 97.95 | β | 97.29 | 96.54 | 97.26 | 88.27 | 86.25 | 79.22 | 80.96 | | |
| | danish-ddt-ud-2.10-220711 | Gold tokenization | β | β | 98.16 | β | 97.53 | 96.79 | 97.45 | 89.46 | 87.42 | 80.42 | 82.17 | | |
| | dutch-alpino-ud-2.10-220711 | Raw text | 99.83 | 88.98 | 97.86 | 96.79 | 97.80 | 96.29 | 95.11 | 92.95 | 90.58 | 83.15 | 79.88 | | |
| | dutch-alpino-ud-2.10-220711 | Gold tokenization | β | β | 97.97 | 96.87 | 97.91 | 96.41 | 95.26 | 94.00 | 91.63 | 84.17 | 80.83 | | |
| | dutch-lassysmall-ud-2.10-220711 | Raw text | 99.80 | 74.93 | 96.98 | 95.62 | 96.63 | 94.88 | 95.70 | 90.61 | 87.94 | 79.67 | 78.25 | | |
| | dutch-lassysmall-ud-2.10-220711 | Gold tokenization | β | β | 97.25 | 96.43 | 97.36 | 95.83 | 95.97 | 94.51 | 91.66 | 84.48 | 83.08 | | |
| | english-ewt-ud-2.10-220711 | Raw text | 98.95 | 87.02 | 96.39 | 96.13 | 96.53 | 94.80 | 97.13 | 90.07 | 88.10 | 81.47 | 83.42 | | |
| | english-ewt-ud-2.10-220711 | Gold tokenization | β | β | 97.35 | 97.06 | 97.52 | 95.71 | 98.07 | 92.62 | 90.56 | 84.02 | 85.98 | | |
| | english-atis-ud-2.10-220711 | Raw text | 100.00 | 81.96 | 98.97 | β | 98.54 | 98.13 | 99.94 | 94.39 | 92.92 | 87.85 | 90.39 | | |
| | english-atis-ud-2.10-220711 | Gold tokenization | β | β | 98.97 | β | 98.56 | 98.15 | 99.94 | 95.88 | 94.26 | 89.80 | 92.40 | | |
| | english-gum-ud-2.10-220711 | Raw text | 99.64 | 95.36 | 97.95 | 97.91 | 97.88 | 96.91 | 98.77 | 92.30 | 90.35 | 84.63 | 86.31 | | |
| | english-gum-ud-2.10-220711 | Gold tokenization | β | β | 98.27 | 98.26 | 98.22 | 97.24 | 99.09 | 93.17 | 91.19 | 85.42 | 87.04 | | |
| | english-lines-ud-2.10-220711 | Raw text | 99.92 | 87.45 | 97.71 | 96.77 | 97.02 | 94.41 | 98.40 | 91.17 | 88.22 | 80.27 | 83.45 | | |
| | english-lines-ud-2.10-220711 | Gold tokenization | β | β | 97.79 | 96.84 | 97.07 | 94.48 | 98.47 | 92.10 | 89.17 | 81.05 | 84.36 | | |
| | english-partut-ud-2.10-220711 | Raw text | 99.72 | 100.00 | 97.23 | 97.11 | 96.35 | 95.26 | 98.14 | 94.24 | 92.21 | 83.35 | 87.34 | | |
| | english-partut-ud-2.10-220711 | Gold tokenization | β | β | 97.48 | 97.36 | 96.60 | 95.51 | 98.42 | 94.48 | 92.46 | 83.74 | 87.62 | | |
| | estonian-edt-ud-2.10-220711 | Raw text | 99.95 | 92.03 | 97.68 | 98.31 | 96.28 | 95.07 | 95.36 | 88.81 | 86.16 | 79.92 | 79.56 | | |
| | estonian-edt-ud-2.10-220711 | Gold tokenization | β | β | 97.81 | 98.36 | 96.36 | 95.19 | 95.43 | 89.71 | 87.03 | 80.77 | 80.37 | | |
| | estonian-ewt-ud-2.10-220711 | Raw text | 98.82 | 75.26 | 95.41 | 96.29 | 94.06 | 91.92 | 93.86 | 82.62 | 79.30 | 71.40 | 72.35 | | |
| | estonian-ewt-ud-2.10-220711 | Gold tokenization | β | β | 96.65 | 97.43 | 95.15 | 93.10 | 94.97 | 86.76 | 83.25 | 74.79 | 75.57 | | |
| | faroese-farpahc-ud-2.10-220711 | Raw text | 99.74 | 92.77 | 97.44 | 93.04 | 94.43 | 92.50 | 99.74 | 85.76 | 82.13 | 68.07 | 75.34 | | |
| | faroese-farpahc-ud-2.10-220711 | Gold tokenization | β | β | 97.64 | 93.28 | 94.68 | 92.72 | 100.00 | 86.82 | 83.10 | 69.17 | 76.51 | | |
| | finnish-tdt-ud-2.10-220711 | Raw text | 99.70 | 90.82 | 97.58 | 98.18 | 95.99 | 95.10 | 92.14 | 90.20 | 88.18 | 82.19 | 78.16 | | |
| | finnish-tdt-ud-2.10-220711 | Gold tokenization | β | β | 97.92 | 98.49 | 96.29 | 95.43 | 92.46 | 91.51 | 89.46 | 83.20 | 79.17 | | |
| | finnish-ftb-ud-2.10-220711 | Raw text | 99.91 | 86.84 | 96.69 | 95.14 | 96.83 | 94.02 | 95.57 | 89.80 | 87.18 | 80.04 | 80.49 | | |
| | finnish-ftb-ud-2.10-220711 | Gold tokenization | β | β | 97.00 | 95.36 | 96.92 | 94.32 | 95.67 | 91.91 | 89.23 | 82.55 | 82.84 | | |
| | french-gsd-ud-2.10-220711 | Raw text | 98.78 | 94.69 | 97.26 | β | 97.35 | 96.63 | 97.55 | 92.76 | 90.82 | 84.55 | 86.32 | | |
| | french-gsd-ud-2.10-220711 | Gold tokenization | β | β | 98.44 | β | 98.47 | 97.71 | 98.75 | 94.55 | 92.71 | 86.34 | 87.59 | | |
| | french-parisstories-ud-2.10-220711 | Raw text | 99.49 | 87.87 | 96.24 | β | 94.41 | 92.17 | 97.55 | 79.95 | 74.84 | 61.23 | 68.35 | | |
| | french-parisstories-ud-2.10-220711 | Gold tokenization | β | β | 96.81 | β | 94.90 | 92.68 | 97.98 | 81.67 | 76.50 | 62.46 | 69.32 | | |
| | french-partut-ud-2.10-220711 | Raw text | 99.48 | 100.00 | 97.26 | 96.76 | 94.72 | 93.96 | 97.33 | 94.72 | 92.81 | 81.09 | 86.22 | | |
| | french-partut-ud-2.10-220711 | Gold tokenization | β | β | 97.89 | 97.35 | 95.27 | 94.51 | 97.89 | 95.62 | 93.85 | 82.18 | 87.24 | | |
| | french-rhapsodie-ud-2.10-220711 | Raw text | 99.22 | 99.47 | 97.20 | 97.45 | 96.12 | 93.30 | 98.26 | 88.71 | 84.99 | 75.15 | 79.88 | | |
| | french-rhapsodie-ud-2.10-220711 | Gold tokenization | β | β | 98.00 | 98.13 | 96.89 | 93.97 | 98.99 | 89.89 | 86.08 | 75.91 | 80.35 | | |
| | french-sequoia-ud-2.10-220711 | Raw text | 99.15 | 84.02 | 98.32 | β | 97.15 | 96.68 | 98.33 | 93.60 | 92.22 | 86.08 | 89.00 | | |
| | french-sequoia-ud-2.10-220711 | Gold tokenization | β | β | 99.24 | β | 97.95 | 97.54 | 99.13 | 95.43 | 94.11 | 88.00 | 90.34 | | |
| | galician-ctg-ud-2.10-220711 | Raw text | 99.22 | 97.22 | 97.28 | 97.05 | 99.06 | 96.70 | 98.04 | 85.59 | 83.20 | 72.11 | 76.94 | | |
| | galician-ctg-ud-2.10-220711 | Gold tokenization | β | β | 98.01 | 97.78 | 99.84 | 97.41 | 98.79 | 87.31 | 84.80 | 74.04 | 78.88 | | |
| | galician-treegal-ud-2.10-220711 | Raw text | 98.74 | 87.99 | 96.00 | 93.69 | 94.85 | 92.82 | 96.67 | 83.44 | 79.36 | 67.82 | 71.68 | | |
| | galician-treegal-ud-2.10-220711 | Gold tokenization | β | β | 97.19 | 94.83 | 95.94 | 93.91 | 97.86 | 86.75 | 82.40 | 71.30 | 75.54 | | |
| | german-hdt-ud-2.10-220711 | Raw text | 99.90 | 92.34 | 98.51 | 98.45 | 94.08 | 93.70 | 97.16 | 96.94 | 96.04 | 84.79 | 90.40 | | |
| | german-hdt-ud-2.10-220711 | Gold tokenization | β | β | 98.62 | 98.58 | 94.22 | 93.83 | 97.26 | 97.63 | 96.75 | 85.46 | 91.08 | | |
| | german-gsd-ud-2.10-220711 | Raw text | 99.81 | 81.12 | 95.78 | 97.68 | 90.23 | 87.27 | 96.75 | 87.32 | 83.12 | 63.79 | 75.00 | | |
| | german-gsd-ud-2.10-220711 | Gold tokenization | β | β | 95.94 | 97.87 | 90.60 | 87.60 | 96.96 | 89.28 | 85.04 | 65.33 | 76.75 | | |
| | gothic-proiel-ud-2.10-220711 | Raw text | 100.00 | 31.12 | 96.48 | 96.98 | 90.08 | 88.19 | 94.62 | 74.17 | 68.40 | 55.39 | 62.02 | | |
| | gothic-proiel-ud-2.10-220711 | Gold tokenization | β | β | 96.97 | 97.42 | 90.90 | 89.33 | 94.71 | 84.11 | 78.29 | 65.73 | 71.10 | | |
| | greek-gdt-ud-2.10-220711 | Raw text | 99.87 | 90.19 | 98.09 | 98.10 | 95.60 | 95.01 | 95.61 | 93.05 | 91.24 | 81.58 | 81.04 | | |
| | greek-gdt-ud-2.10-220711 | Gold tokenization | β | β | 98.23 | 98.24 | 95.79 | 95.20 | 95.70 | 93.85 | 92.04 | 82.28 | 81.75 | | |
| | hebrew-htb-ud-2.10-220711 | Raw text | 85.05 | 99.39 | 82.78 | 82.80 | 81.23 | 80.53 | 82.91 | 70.63 | 68.13 | 55.31 | 59.44 | | |
| | hebrew-htb-ud-2.10-220711 | Gold tokenization | β | β | 97.44 | 97.42 | 95.73 | 95.05 | 97.34 | 92.71 | 90.24 | 78.77 | 81.80 | | |
| | hebrew-iahltwiki-ud-2.10-220711 | Raw text | 88.54 | 97.16 | 85.97 | 86.00 | 80.55 | 79.47 | 87.15 | 76.16 | 74.19 | 56.91 | 66.92 | | |
| | hebrew-iahltwiki-ud-2.10-220711 | Gold tokenization | β | β | 97.09 | 97.10 | 91.59 | 90.41 | 98.24 | 93.88 | 91.45 | 74.27 | 85.44 | | |
| | hindi-hdtb-ud-2.10-220711 | Raw text | 100.00 | 98.90 | 97.57 | 97.12 | 94.16 | 92.23 | 98.92 | 95.30 | 92.32 | 79.20 | 87.66 | | |
| | hindi-hdtb-ud-2.10-220711 | Gold tokenization | β | β | 97.58 | 97.14 | 94.18 | 92.26 | 98.92 | 95.42 | 92.44 | 79.35 | 87.81 | | |
| | hungarian-szeged-ud-2.10-220711 | Raw text | 99.85 | 95.89 | 96.68 | β | 94.22 | 93.53 | 94.92 | 88.81 | 85.09 | 75.22 | 78.19 | | |
| | hungarian-szeged-ud-2.10-220711 | Gold tokenization | β | β | 96.79 | β | 94.36 | 93.64 | 95.04 | 89.31 | 85.54 | 75.51 | 78.47 | | |
| | icelandic-icepahc-ud-2.10-220711 | Raw text | 99.82 | 92.15 | 96.90 | 93.24 | 91.32 | 86.42 | 95.99 | 87.21 | 83.36 | 65.98 | 74.25 | | |
| | icelandic-icepahc-ud-2.10-220711 | Gold tokenization | β | β | 97.08 | 93.45 | 91.47 | 86.61 | 96.15 | 87.78 | 83.87 | 66.49 | 74.84 | | |
| | icelandic-modern-ud-2.10-220711 | Raw text | 99.92 | 99.22 | 99.07 | 98.14 | 98.38 | 97.88 | 98.91 | 94.41 | 93.17 | 89.31 | 90.07 | | |
| | icelandic-modern-ud-2.10-220711 | Gold tokenization | β | β | 99.14 | 98.21 | 98.45 | 97.95 | 98.98 | 94.50 | 93.26 | 89.41 | 90.16 | | |
| | indonesian-gsd-ud-2.10-220711 | Raw text | 99.48 | 92.90 | 94.23 | 93.81 | 95.53 | 88.78 | 98.13 | 87.65 | 81.59 | 72.35 | 77.02 | | |
| | indonesian-gsd-ud-2.10-220711 | Gold tokenization | β | β | 94.66 | 94.26 | 95.99 | 89.17 | 98.53 | 88.57 | 82.42 | 73.21 | 77.88 | | |
| | indonesian-csui-ud-2.10-220711 | Raw text | 99.45 | 91.01 | 96.05 | 96.14 | 96.85 | 95.43 | 98.23 | 86.38 | 82.10 | 76.54 | 78.80 | | |
| | indonesian-csui-ud-2.10-220711 | Gold tokenization | β | β | 96.56 | 96.72 | 97.37 | 95.99 | 98.87 | 87.77 | 83.28 | 77.62 | 79.92 | | |
| | irish-idt-ud-2.10-220711 | Raw text | 99.72 | 97.25 | 95.63 | 94.76 | 90.33 | 87.14 | 95.30 | 86.74 | 81.10 | 64.20 | 71.52 | | |
| | irish-idt-ud-2.10-220711 | Gold tokenization | β | β | 95.89 | 95.07 | 90.60 | 87.46 | 95.54 | 87.28 | 81.64 | 64.56 | 71.85 | | |
| | italian-isdt-ud-2.10-220711 | Raw text | 99.84 | 98.76 | 98.57 | 98.50 | 98.25 | 97.67 | 98.79 | 94.66 | 93.01 | 86.61 | 88.00 | | |
| | italian-isdt-ud-2.10-220711 | Gold tokenization | β | β | 98.72 | 98.65 | 98.41 | 97.83 | 98.95 | 94.96 | 93.34 | 86.97 | 88.40 | | |
| | italian-markit-ud-2.10-220711 | Raw text | 99.59 | 98.24 | 96.76 | 97.00 | 93.80 | 92.08 | 88.18 | 88.36 | 84.51 | 69.95 | 77.77 | | |
| | italian-markit-ud-2.10-220711 | Gold tokenization | β | β | 97.15 | 97.40 | 94.10 | 92.35 | 88.54 | 89.13 | 85.26 | 70.51 | 78.46 | | |
| | italian-partut-ud-2.10-220711 | Raw text | 99.73 | 100.00 | 98.43 | 98.43 | 98.35 | 97.61 | 98.68 | 96.21 | 94.18 | 87.87 | 89.09 | | |
| | italian-partut-ud-2.10-220711 | Gold tokenization | β | β | 98.54 | 98.57 | 98.49 | 97.69 | 98.93 | 96.26 | 94.15 | 87.68 | 89.07 | | |
| | italian-postwita-ud-2.10-220711 | Raw text | 99.40 | 28.11 | 96.43 | 96.18 | 96.30 | 94.79 | 96.72 | 80.61 | 76.89 | 65.29 | 66.90 | | |
| | italian-postwita-ud-2.10-220711 | Gold tokenization | β | β | 97.04 | 96.82 | 96.80 | 95.29 | 97.31 | 88.34 | 84.19 | 75.32 | 77.32 | | |
| | italian-twittiro-ud-2.10-220711 | Raw text | 99.14 | 39.36 | 95.92 | 95.92 | 95.07 | 93.46 | 94.50 | 82.23 | 77.79 | 64.50 | 65.42 | | |
| | italian-twittiro-ud-2.10-220711 | Gold tokenization | β | β | 96.91 | 96.61 | 96.00 | 94.15 | 95.16 | 88.07 | 83.53 | 71.89 | 72.69 | | |
| | italian-vit-ud-2.10-220711 | Raw text | 99.76 | 96.73 | 98.14 | 97.39 | 97.64 | 96.21 | 98.89 | 92.08 | 89.16 | 80.93 | 83.70 | | |
| | italian-vit-ud-2.10-220711 | Gold tokenization | β | β | 98.36 | 97.71 | 97.85 | 96.53 | 99.10 | 92.88 | 89.97 | 81.91 | 84.63 | | |
| | japanese-gsd-ud-2.10-220711 | Raw text | 96.17 | 100.00 | 94.93 | 94.18 | 96.16 | 93.81 | 95.05 | 87.68 | 86.85 | 80.43 | 80.78 | | |
| | japanese-gsd-ud-2.10-220711 | Gold tokenization | β | β | 98.55 | 97.50 | 99.99 | 97.13 | 98.47 | 94.73 | 93.75 | 88.50 | 88.34 | | |
| | japanese-gsdluw-ud-2.10-220711 | Raw text | 95.18 | 99.72 | 93.81 | 93.54 | 95.18 | 93.46 | 93.66 | 86.22 | 85.54 | 76.27 | 76.58 | | |
| | japanese-gsdluw-ud-2.10-220711 | Gold tokenization | β | β | 98.36 | 98.05 | 100.00 | 97.93 | 97.89 | 95.23 | 94.18 | 86.38 | 85.19 | | |
| | korean-kaist-ud-2.10-220711 | Raw text | 100.00 | 100.00 | 95.88 | 87.74 | β | 87.56 | 94.17 | 89.33 | 87.47 | 82.15 | 80.14 | | |
| | korean-kaist-ud-2.10-220711 | Gold tokenization | β | β | 95.88 | 87.74 | β | 87.56 | 94.17 | 89.33 | 87.47 | 82.15 | 80.14 | | |
| | korean-gsd-ud-2.10-220711 | Raw text | 99.87 | 93.93 | 96.57 | 90.27 | 99.67 | 88.02 | 93.57 | 88.54 | 84.91 | 80.73 | 77.23 | | |
| | korean-gsd-ud-2.10-220711 | Gold tokenization | β | β | 96.73 | 90.43 | 99.80 | 88.20 | 93.69 | 89.27 | 85.61 | 81.45 | 77.93 | | |
| | latin-ittb-ud-2.10-220711 | Raw text | 99.99 | 91.21 | 98.91 | 96.58 | 96.75 | 95.19 | 99.18 | 90.53 | 88.53 | 82.07 | 86.07 | | |
| | latin-ittb-ud-2.10-220711 | Gold tokenization | β | β | 98.92 | 96.57 | 96.78 | 95.20 | 99.18 | 91.50 | 89.51 | 82.63 | 86.59 | | |
| | latin-llct-ud-2.10-220711 | Raw text | 100.00 | 99.49 | 99.68 | 97.14 | 97.26 | 96.89 | 97.78 | 95.55 | 94.56 | 89.80 | 90.95 | | |
| | latin-llct-ud-2.10-220711 | Gold tokenization | β | β | 99.68 | 97.15 | 97.27 | 96.90 | 97.78 | 95.55 | 94.57 | 89.81 | 90.97 | | |
| | latin-perseus-ud-2.10-220711 | Raw text | 100.00 | 98.46 | 91.83 | 80.66 | 86.12 | 78.56 | 88.13 | 77.98 | 68.59 | 52.30 | 55.51 | | |
| | latin-perseus-ud-2.10-220711 | Gold tokenization | β | β | 91.85 | 80.66 | 86.12 | 78.55 | 88.16 | 78.14 | 68.71 | 52.39 | 55.58 | | |
| | latin-proiel-ud-2.10-220711 | Raw text | 99.87 | 36.81 | 96.69 | 96.87 | 90.56 | 89.54 | 96.21 | 74.07 | 69.56 | 56.74 | 63.93 | | |
| | latin-proiel-ud-2.10-220711 | Gold tokenization | β | β | 97.12 | 97.32 | 91.19 | 90.27 | 96.44 | 83.20 | 78.50 | 66.34 | 73.00 | | |
| | latin-udante-ud-2.10-220711 | Raw text | 99.61 | 98.81 | 90.58 | 75.59 | 81.31 | 71.62 | 87.25 | 75.26 | 67.81 | 43.95 | 50.36 | | |
| | latin-udante-ud-2.10-220711 | Gold tokenization | β | β | 90.82 | 75.70 | 81.53 | 71.70 | 87.44 | 75.50 | 67.97 | 44.08 | 50.51 | | |
| | latvian-lvtb-ud-2.10-220711 | Raw text | 99.31 | 97.83 | 96.51 | 89.83 | 93.86 | 89.08 | 95.92 | 88.75 | 85.79 | 76.04 | 80.25 | | |
| | latvian-lvtb-ud-2.10-220711 | Gold tokenization | β | β | 97.14 | 90.43 | 94.50 | 89.67 | 96.55 | 89.84 | 86.82 | 77.09 | 81.31 | | |
| | lithuanian-alksnis-ud-2.10-220711 | Raw text | 99.91 | 87.87 | 95.94 | 90.44 | 91.03 | 89.52 | 93.60 | 82.45 | 78.64 | 67.97 | 71.37 | | |
| | lithuanian-alksnis-ud-2.10-220711 | Gold tokenization | β | β | 96.04 | 90.52 | 91.16 | 89.63 | 93.69 | 83.70 | 79.88 | 68.98 | 72.36 | | |
| | lithuanian-hse-ud-2.10-220711 | Raw text | 97.30 | 97.30 | 89.28 | 90.21 | 83.13 | 78.38 | 88.16 | 70.27 | 61.79 | 45.67 | 54.04 | | |
| | lithuanian-hse-ud-2.10-220711 | Gold tokenization | β | β | 91.23 | 92.36 | 85.19 | 80.09 | 90.57 | 73.96 | 64.53 | 47.54 | 56.10 | | |
| | maltese-mudt-ud-2.10-220711 | Raw text | 99.84 | 86.29 | 95.80 | 95.79 | β | 95.35 | β | 84.96 | 80.07 | 68.98 | 72.86 | | |
| | maltese-mudt-ud-2.10-220711 | Gold tokenization | β | β | 95.95 | 95.92 | β | 95.48 | β | 85.65 | 80.70 | 69.40 | 73.33 | | |
| | marathi-ufal-ud-2.10-220711 | Raw text | 90.25 | 92.63 | 76.50 | β | 65.25 | 60.75 | 80.75 | 60.75 | 50.75 | 28.39 | 38.00 | | |
| | marathi-ufal-ud-2.10-220711 | Gold tokenization | β | β | 82.52 | β | 67.96 | 62.86 | 80.83 | 68.93 | 58.50 | 29.46 | 38.17 | | |
| | naija-nsc-ud-2.10-220711 | Raw text | 99.94 | 100.00 | 98.03 | β | 98.94 | 97.53 | 99.32 | 93.65 | 90.99 | 88.13 | 89.60 | | |
| | naija-nsc-ud-2.10-220711 | Gold tokenization | β | β | 98.08 | β | 99.00 | 97.58 | 99.38 | 93.75 | 91.08 | 88.21 | 89.68 | | |
| | north_sami-giella-ud-2.10-220711 | Raw text | 99.87 | 98.79 | 91.77 | 93.54 | 89.30 | 85.36 | 87.01 | 75.16 | 70.43 | 59.76 | 58.27 | | |
| | north_sami-giella-ud-2.10-220711 | Gold tokenization | β | β | 91.91 | 93.67 | 89.45 | 85.52 | 87.13 | 75.47 | 70.76 | 60.05 | 58.56 | | |
| | norwegian-bokmaal-ud-2.10-220711 | Raw text | 99.77 | 96.05 | 98.35 | β | 97.43 | 96.82 | 98.57 | 93.62 | 92.16 | 86.91 | 88.74 | | |
| | norwegian-bokmaal-ud-2.10-220711 | Gold tokenization | β | β | 98.61 | β | 97.68 | 97.07 | 98.82 | 94.40 | 92.91 | 87.59 | 89.43 | | |
| | norwegian-nynorsk-ud-2.10-220711 | Raw text | 99.93 | 94.17 | 98.24 | β | 97.34 | 96.55 | 98.40 | 93.89 | 92.18 | 86.03 | 88.36 | | |
| | norwegian-nynorsk-ud-2.10-220711 | Gold tokenization | β | β | 98.41 | β | 97.50 | 96.73 | 98.53 | 94.63 | 92.93 | 86.93 | 89.20 | | |
| | norwegian-nynorsklia-ud-2.10-220711 | Raw text | 99.91 | 99.53 | 96.61 | β | 95.71 | 93.75 | 98.05 | 81.18 | 76.61 | 66.01 | 69.68 | | |
| | norwegian-nynorsklia-ud-2.10-220711 | Gold tokenization | β | β | 96.72 | β | 95.80 | 93.85 | 98.14 | 81.42 | 76.84 | 66.23 | 69.90 | | |
| | old_church_slavonic-proiel-ud-2.10-220711 | Raw text | 100.00 | 41.43 | 96.72 | 96.90 | 90.37 | 89.19 | 93.13 | 77.71 | 73.92 | 63.82 | 68.87 | | |
| | old_church_slavonic-proiel-ud-2.10-220711 | Gold tokenization | β | β | 97.08 | 97.28 | 91.06 | 89.93 | 93.14 | 88.30 | 84.18 | 74.01 | 77.39 | | |
| | old_french-srcmf-ud-2.10-220711 | Raw text | 99.70 | 100.00 | 96.68 | 96.50 | 97.70 | 95.72 | 99.65 | 91.17 | 87.38 | 80.76 | 84.40 | | |
| | old_french-srcmf-ud-2.10-220711 | Gold tokenization | β | β | 96.99 | 96.82 | 98.01 | 96.03 | 99.95 | 91.58 | 87.82 | 81.20 | 84.85 | | |
| | old_russian-torot-ud-2.10-220711 | Raw text | 100.00 | 29.60 | 94.39 | 94.70 | 87.56 | 85.23 | 85.92 | 71.00 | 65.32 | 51.64 | 53.64 | | |
| | old_russian-torot-ud-2.10-220711 | Gold tokenization | β | β | 95.06 | 95.29 | 88.50 | 86.60 | 85.96 | 83.30 | 77.24 | 64.09 | 62.94 | | |
| | old_russian-rnc-ud-2.10-220711 | Raw text | 97.48 | 84.03 | 90.94 | 86.55 | 76.51 | 67.15 | 75.31 | 61.28 | 55.93 | 33.24 | 34.04 | | |
| | old_russian-rnc-ud-2.10-220711 | Gold tokenization | β | β | 93.29 | 88.93 | 78.48 | 68.86 | 76.77 | 67.13 | 61.08 | 37.15 | 37.24 | | |
| | old_east_slavic-birchbark-ud-2.10-220711 | Raw text | 99.98 | 16.73 | 89.24 | 99.35 | 76.11 | 72.43 | 65.88 | 63.41 | 56.50 | 32.53 | 27.14 | | |
| | old_east_slavic-birchbark-ud-2.10-220711 | Gold tokenization | β | β | 89.37 | 99.37 | 76.54 | 72.82 | 66.05 | 76.31 | 69.00 | 41.63 | 33.60 | | |
| | persian-perdt-ud-2.10-220711 | Raw text | 99.66 | 99.83 | 97.48 | 97.36 | 97.61 | 95.60 | 98.88 | 93.63 | 91.42 | 86.18 | 88.66 | | |
| | persian-perdt-ud-2.10-220711 | Gold tokenization | β | β | 97.78 | 97.65 | 97.90 | 95.89 | 99.19 | 94.18 | 91.95 | 86.72 | 89.23 | | |
| | persian-seraji-ud-2.10-220711 | Raw text | 99.65 | 98.75 | 97.91 | 97.94 | 97.95 | 97.48 | 96.52 | 91.68 | 88.84 | 84.21 | 82.83 | | |
| | persian-seraji-ud-2.10-220711 | Gold tokenization | β | β | 98.24 | 98.28 | 98.28 | 97.78 | 96.80 | 92.36 | 89.48 | 84.82 | 83.40 | | |
| | polish-pdb-ud-2.10-220711 | Raw text | 99.85 | 97.33 | 98.89 | 95.89 | 96.11 | 95.26 | 98.10 | 94.22 | 92.19 | 85.44 | 88.36 | | |
| | polish-pdb-ud-2.10-220711 | Gold tokenization | β | β | 99.05 | 96.03 | 96.24 | 95.40 | 98.24 | 94.72 | 92.69 | 85.83 | 88.78 | | |
| | polish-lfg-ud-2.10-220711 | Raw text | 99.85 | 99.65 | 99.00 | 96.08 | 96.57 | 95.16 | 98.24 | 96.86 | 95.51 | 89.80 | 92.34 | | |
| | polish-lfg-ud-2.10-220711 | Gold tokenization | β | β | 99.17 | 96.25 | 96.74 | 95.33 | 98.38 | 97.25 | 95.89 | 90.19 | 92.66 | | |
| | pomak-philotis-ud-2.10-220711 | Raw text | 99.98 | 94.49 | 98.86 | β | 95.62 | 95.30 | 96.67 | 88.24 | 83.26 | 71.19 | 74.14 | | |
| | pomak-philotis-ud-2.10-220711 | Gold tokenization | β | β | 98.90 | β | 95.65 | 95.33 | 96.69 | 88.68 | 83.75 | 71.48 | 74.42 | | |
| | portuguese-gsd-ud-2.10-220711 | Raw text | 99.87 | 97.28 | 98.51 | 98.51 | 99.74 | 98.41 | 99.27 | 94.50 | 93.41 | 88.76 | 89.96 | | |
| | portuguese-gsd-ud-2.10-220711 | Gold tokenization | β | β | 98.65 | 98.64 | 99.89 | 98.55 | 99.40 | 94.90 | 93.81 | 89.23 | 90.36 | | |
| | portuguese-bosque-ud-2.10-220711 | Raw text | 99.68 | 89.89 | 97.87 | β | 96.95 | 96.00 | 98.35 | 92.35 | 90.07 | 81.38 | 84.69 | | |
| | portuguese-bosque-ud-2.10-220711 | Gold tokenization | β | β | 98.22 | β | 97.23 | 96.28 | 98.66 | 93.50 | 91.16 | 82.47 | 85.87 | | |
| | romanian-nonstandard-ud-2.10-220711 | Raw text | 98.83 | 96.77 | 96.18 | 91.87 | 90.53 | 89.18 | 94.90 | 88.85 | 84.82 | 68.21 | 76.36 | | |
| | romanian-nonstandard-ud-2.10-220711 | Gold tokenization | β | β | 97.30 | 92.86 | 91.49 | 90.10 | 95.99 | 90.57 | 86.50 | 69.69 | 77.68 | | |
| | romanian-rrt-ud-2.10-220711 | Raw text | 99.71 | 95.16 | 97.90 | 97.21 | 97.40 | 96.98 | 97.96 | 91.97 | 88.44 | 81.66 | 83.13 | | |
| | romanian-rrt-ud-2.10-220711 | Gold tokenization | β | β | 98.19 | 97.45 | 97.65 | 97.22 | 98.22 | 92.72 | 89.13 | 82.15 | 83.70 | | |
| | romanian-simonero-ud-2.10-220711 | Raw text | 99.84 | 100.00 | 98.45 | 97.97 | 97.56 | 97.25 | 98.91 | 94.08 | 92.13 | 85.52 | 88.32 | | |
| | romanian-simonero-ud-2.10-220711 | Gold tokenization | β | β | 98.61 | 98.12 | 97.70 | 97.40 | 99.07 | 94.42 | 92.45 | 85.81 | 88.62 | | |
| | russian-syntagrus-ud-2.10-220711 | Raw text | 99.67 | 98.31 | 98.46 | β | 93.96 | 93.71 | 98.18 | 93.84 | 91.70 | 82.72 | 88.90 | | |
| | russian-syntagrus-ud-2.10-220711 | Gold tokenization | β | β | 98.79 | β | 94.28 | 94.03 | 98.46 | 94.56 | 92.39 | 83.28 | 89.44 | | |
| | russian-gsd-ud-2.10-220711 | Raw text | 99.50 | 96.49 | 98.11 | 97.55 | 94.71 | 93.61 | 97.01 | 91.44 | 88.55 | 81.04 | 84.62 | | |
| | russian-gsd-ud-2.10-220711 | Gold tokenization | β | β | 98.58 | 97.98 | 95.17 | 94.01 | 97.43 | 92.67 | 89.69 | 82.00 | 85.65 | | |
| | russian-taiga-ud-2.10-220711 | Raw text | 98.12 | 86.33 | 95.65 | β | 93.13 | 92.06 | 94.73 | 83.08 | 79.57 | 70.60 | 73.88 | | |
| | russian-taiga-ud-2.10-220711 | Gold tokenization | β | β | 97.34 | β | 94.90 | 93.72 | 96.37 | 85.64 | 81.92 | 72.82 | 76.10 | | |
| | sanskrit-vedic-ud-2.10-220711 | Raw text | 100.00 | 27.18 | 89.16 | β | 81.61 | 76.76 | 87.05 | 60.92 | 50.04 | 41.66 | 44.99 | | |
| | sanskrit-vedic-ud-2.10-220711 | Gold tokenization | β | β | 89.97 | β | 83.02 | 78.34 | 87.34 | 73.74 | 62.01 | 52.00 | 55.41 | | |
| | scottish_gaelic-arcosg-ud-2.10-220711 | Raw text | 97.47 | 60.89 | 93.78 | 89.29 | 90.91 | 88.21 | 95.08 | 81.24 | 75.60 | 62.73 | 69.22 | | |
| | scottish_gaelic-arcosg-ud-2.10-220711 | Gold tokenization | β | β | 96.62 | 92.24 | 94.02 | 91.39 | 97.59 | 87.33 | 81.65 | 69.25 | 75.23 | | |
| | serbian-set-ud-2.10-220711 | Raw text | 99.99 | 93.00 | 99.09 | 96.00 | 96.21 | 95.75 | 97.76 | 93.63 | 91.20 | 83.76 | 87.00 | | |
| | serbian-set-ud-2.10-220711 | Gold tokenization | β | β | 99.13 | 96.01 | 96.20 | 95.75 | 97.78 | 94.26 | 91.80 | 84.32 | 87.60 | | |
| | slovak-snk-ud-2.10-220711 | Raw text | 100.00 | 81.69 | 97.65 | 90.35 | 93.50 | 89.56 | 96.46 | 91.39 | 89.65 | 80.43 | 84.44 | | |
| | slovak-snk-ud-2.10-220711 | Gold tokenization | β | β | 97.88 | 90.55 | 93.69 | 89.80 | 96.50 | 93.91 | 92.08 | 82.89 | 86.95 | | |
| | slovenian-ssj-ud-2.10-220711 | Raw text | 99.94 | 98.95 | 98.97 | 96.97 | 97.15 | 96.63 | 98.58 | 93.99 | 92.60 | 86.83 | 88.91 | | |
| | slovenian-ssj-ud-2.10-220711 | Gold tokenization | β | β | 99.03 | 97.02 | 97.23 | 96.69 | 98.63 | 94.15 | 92.76 | 86.99 | 89.02 | | |
| | slovenian-sst-ud-2.10-220711 | Raw text | 99.85 | 23.14 | 94.82 | 92.71 | 92.43 | 89.84 | 97.38 | 65.69 | 60.84 | 50.88 | 54.78 | | |
| | slovenian-sst-ud-2.10-220711 | Gold tokenization | β | β | 95.62 | 93.09 | 92.84 | 90.89 | 97.56 | 78.39 | 73.07 | 63.39 | 68.33 | | |
| | spanish-ancora-ud-2.10-220711 | Raw text | 99.95 | 98.78 | 99.06 | 96.02 | 98.74 | 95.59 | 99.37 | 93.70 | 91.79 | 86.41 | 87.88 | | |
| | spanish-ancora-ud-2.10-220711 | Gold tokenization | β | β | 99.11 | 96.07 | 98.79 | 95.63 | 99.42 | 93.88 | 91.97 | 86.59 | 88.04 | | |
| | spanish-gsd-ud-2.10-220711 | Raw text | 99.75 | 95.62 | 97.15 | β | 96.94 | 95.27 | 98.72 | 91.87 | 89.57 | 78.63 | 84.25 | | |
| | spanish-gsd-ud-2.10-220711 | Gold tokenization | β | β | 97.39 | β | 97.19 | 95.53 | 98.97 | 92.66 | 90.32 | 79.43 | 85.04 | | |
| | swedish-talbanken-ud-2.10-220711 | Raw text | 99.84 | 96.53 | 98.44 | 97.33 | 97.32 | 96.51 | 98.15 | 92.23 | 89.85 | 83.92 | 85.97 | | |
| | swedish-talbanken-ud-2.10-220711 | Gold tokenization | β | β | 98.61 | 97.52 | 97.51 | 96.72 | 98.32 | 92.68 | 90.30 | 84.48 | 86.54 | | |
| | swedish-lines-ud-2.10-220711 | Raw text | 99.96 | 88.00 | 97.66 | 95.51 | 90.84 | 88.14 | 97.72 | 90.60 | 87.38 | 71.82 | 82.17 | | |
| | swedish-lines-ud-2.10-220711 | Gold tokenization | β | β | 97.73 | 95.52 | 90.87 | 88.15 | 97.76 | 91.44 | 88.19 | 72.50 | 82.95 | | |
| | tamil-ttb-ud-2.10-220711 | Raw text | 94.26 | 97.52 | 84.29 | 83.18 | 84.64 | 78.22 | 89.45 | 70.43 | 61.88 | 50.61 | 55.39 | | |
| | tamil-ttb-ud-2.10-220711 | Gold tokenization | β | β | 89.29 | 87.78 | 89.99 | 82.70 | 94.42 | 78.13 | 68.78 | 56.87 | 61.48 | | |
| | telugu-mtg-ud-2.10-220711 | Raw text | 99.58 | 96.62 | 93.63 | 93.63 | 98.61 | 93.49 | β | 90.72 | 84.63 | 77.14 | 81.14 | | |
| | telugu-mtg-ud-2.10-220711 | Gold tokenization | β | β | 94.04 | 94.04 | 99.03 | 93.90 | β | 91.68 | 85.58 | 77.98 | 81.98 | | |
| | turkish-boun-ud-2.10-220711 | Raw text | 98.83 | 86.93 | 91.56 | 92.51 | 91.72 | 86.56 | 93.23 | 78.48 | 72.40 | 59.77 | 65.11 | | |
| | turkish-boun-ud-2.10-220711 | Gold tokenization | β | β | 92.53 | 93.47 | 92.67 | 87.31 | 94.26 | 81.07 | 74.73 | 61.33 | 66.92 | | |
| | turkish-atis-ud-2.10-220711 | Raw text | 100.00 | 80.20 | 98.96 | β | 98.46 | 98.25 | 99.15 | 89.22 | 87.49 | 85.12 | 86.08 | | |
| | turkish-atis-ud-2.10-220711 | Gold tokenization | β | β | 99.02 | β | 98.52 | 98.32 | 99.13 | 91.11 | 89.30 | 86.98 | 87.93 | | |
| | turkish-framenet-ud-2.10-220711 | Raw text | 100.00 | 100.00 | 96.86 | β | 94.89 | 94.21 | 96.66 | 93.39 | 84.25 | 73.98 | 77.64 | | |
| | turkish-framenet-ud-2.10-220711 | Gold tokenization | β | β | 96.86 | β | 94.89 | 94.21 | 96.66 | 93.39 | 84.25 | 73.98 | 77.64 | | |
| | turkish-imst-ud-2.10-220711 | Raw text | 98.30 | 96.97 | 94.38 | 93.98 | 90.92 | 88.60 | 94.54 | 74.73 | 69.04 | 58.25 | 63.10 | | |
| | turkish-imst-ud-2.10-220711 | Gold tokenization | β | β | 95.94 | 95.49 | 92.40 | 89.97 | 96.13 | 78.07 | 72.09 | 60.26 | 65.33 | | |
| | turkish-kenet-ud-2.10-220711 | Raw text | 100.00 | 98.12 | 93.71 | β | 92.05 | 90.86 | 93.33 | 83.91 | 71.18 | 61.81 | 64.77 | | |
| | turkish-kenet-ud-2.10-220711 | Gold tokenization | β | β | 93.72 | β | 92.06 | 90.87 | 93.33 | 84.07 | 71.29 | 61.92 | 64.89 | | |
| | turkish-penn-ud-2.10-220711 | Raw text | 99.34 | 80.59 | 95.60 | β | 94.41 | 93.33 | 94.36 | 84.22 | 71.67 | 62.21 | 64.53 | | |
| | turkish-penn-ud-2.10-220711 | Gold tokenization | β | β | 96.30 | β | 95.11 | 94.02 | 95.01 | 86.76 | 73.91 | 63.63 | 66.02 | | |
| | turkish-tourism-ud-2.10-220711 | Raw text | 99.96 | 99.86 | 98.80 | β | 95.08 | 94.67 | 98.36 | 97.20 | 91.52 | 81.98 | 87.38 | | |
| | turkish-tourism-ud-2.10-220711 | Gold tokenization | β | β | 98.85 | β | 95.12 | 94.73 | 98.40 | 97.25 | 91.58 | 82.04 | 87.45 | | |
| | turkish_german-sagt-ud-2.10-220711 | Raw text | 98.91 | 99.44 | 90.21 | β | 80.32 | 75.60 | 90.82 | 71.14 | 60.98 | 41.12 | 51.00 | | |
| | turkish_german-sagt-ud-2.10-220711 | Gold tokenization | β | β | 91.09 | β | 80.89 | 76.08 | 91.52 | 72.69 | 62.06 | 41.64 | 51.71 | | |
| | ukrainian-iu-ud-2.10-220711 | Raw text | 99.81 | 96.61 | 97.90 | 94.35 | 94.18 | 93.12 | 97.34 | 90.61 | 88.27 | 78.92 | 83.01 | | |
| | ukrainian-iu-ud-2.10-220711 | Gold tokenization | β | β | 98.08 | 94.54 | 94.34 | 93.29 | 97.53 | 91.12 | 88.72 | 79.21 | 83.36 | | |
| | urdu-udtb-ud-2.10-220711 | Raw text | 100.00 | 98.31 | 93.91 | 92.15 | 82.83 | 78.40 | 97.41 | 88.15 | 82.49 | 56.62 | 74.68 | | |
| | urdu-udtb-ud-2.10-220711 | Gold tokenization | β | β | 93.93 | 92.17 | 82.86 | 78.43 | 97.41 | 88.23 | 82.58 | 56.67 | 74.77 | | |
| | uyghur-udt-ud-2.10-220711 | Raw text | 99.54 | 81.81 | 89.33 | 91.75 | 88.12 | 79.98 | 94.67 | 76.66 | 64.87 | 46.84 | 55.29 | | |
| | uyghur-udt-ud-2.10-220711 | Gold tokenization | β | β | 89.71 | 92.30 | 88.59 | 80.50 | 95.14 | 78.38 | 66.49 | 47.83 | 56.56 | | |
| | vietnamese-vtb-ud-2.10-220711 | Raw text | 85.37 | 93.46 | 78.21 | 76.76 | 85.12 | 76.57 | 85.16 | 52.68 | 47.84 | 41.55 | 44.29 | | |
| | vietnamese-vtb-ud-2.10-220711 | Gold tokenization | β | β | 90.36 | 88.55 | 99.72 | 88.32 | 99.59 | 72.88 | 65.41 | 58.76 | 62.51 | | |
| | welsh-ccg-ud-2.10-220711 | Raw text | 99.42 | 97.37 | 95.33 | 94.40 | 89.82 | 87.61 | 93.93 | 86.61 | 80.67 | 63.31 | 69.02 | | |
| | welsh-ccg-ud-2.10-220711 | Gold tokenization | β | β | 95.84 | 94.87 | 90.31 | 88.07 | 94.44 | 87.85 | 81.83 | 64.36 | 70.21 | | |
| | western_armenian-armtdp-ud-2.10-220711 | Raw text | 99.89 | 98.68 | 96.82 | β | 92.51 | 91.83 | 97.14 | 89.39 | 84.66 | 69.84 | 76.01 | | |
| | western_armenian-armtdp-ud-2.10-220711 | Gold tokenization | β | β | 96.90 | β | 92.60 | 91.93 | 97.22 | 89.64 | 84.89 | 70.07 | 76.23 | | |
| | wolof-wtb-ud-2.10-220711 | Raw text | 99.23 | 91.95 | 94.20 | 94.15 | 93.50 | 91.41 | 95.20 | 84.15 | 78.69 | 66.75 | 70.23 | | |
| | wolof-wtb-ud-2.10-220711 | Gold tokenization | β | β | 95.17 | 95.07 | 94.32 | 92.31 | 95.96 | 86.27 | 80.75 | 68.70 | 72.06 | | |