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34 results

performance.md

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    adding scripts to train new UD with instruction, fixing numpy problem on...
    Łukasz Pszenny authored and Łukasz Pszenny committed 
    adding scripts to train new UD with instruction, fixing numpy problem on Mac(M1), fixing link to download models
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    performance.md 28.41 KiB

    Model performance

    The models were trained with COMBO boosted with either FastText embeddings or BERT models (english-bert-base, polish-herbert-base, and polish-herbert-large). We list here only models trained on the Universal Dependencies version 2.9 dataset, check COMBO models spreadsheet for more.

    Treebank Model name UPOS XPOS UFeats AllTags Lemmas UAS LAS CLAS MLAS BLEX Language model LICENSE
    UD_English-EWT english-bert-base-ud29 96.58 96.24 97.17 94.65 97.18 91.7 89.4 87.01 82.03 83.84 bert-base-cased https://github.com/UniversalDependencies/UD_English-EWT/blob/r2.9/LICENSE.txt
    UD_Polish_PDB polish-herbert-base-ud29 98.96 96.4 96.67 95.64 98 95.75 94.05 92.55 87.65 90.01 herbert-base https://github.com/UniversalDependencies/UD_Polish_PDB/blob/r2.9/LICENSE.txt
    UD_Polish_PDB polish-herbert-large-ud29 99.01 96.53 96.92 95.92 98.1 95.62 93.93 92.39 87.77 90.01 herbert-large https://github.com/UniversalDependencies/UD_Polish_PDB/blob/r2.9/LICENSE.txt
    UD_Turkish-Kenet turkish-kenet-ud29 92.75 100 88.65 87.5 92.88 81.82 66.94 65.89 55.35 60.72 fastText https://github.com/UniversalDependencies/UD_Turkish-Kenet/blob/r2.9/LICENSE.txt
    UD_Icelandic-IcePaHC icelandic-icepahc-ud29 96.32 92.1 90.56 85.29 95.56 86.98 82.83 77.58 64.84 73.64 fastText https://github.com/UniversalDependencies/UD_Icelandic-IcePaHC/blob/r2.9/LICENSE.txt
    UD_Dutch-LassySmall dutch-lassysmall-ud29 95.66 93.78 95.48 92.64 89.75 89.37 85.25 80.6 74.4 67.45 fastText https://github.com/UniversalDependencies/UD_Dutch-LassySmall/blob/r2.9/LICENSE.txt
    UD_Bulgarian-BTB bulgarian-ud29 98.93 95.61 97.53 95.06 97.51 93.2 89.93 86.58 82.97 83.44 fastText https://github.com/UniversalDependencies/UD_Bulgarian-BTB/blob/r2.9/LICENSE.txt
    UD_Czech-CLTT czech-cltt-ud29 98.74 89.51 89.34 88.01 95.11 86.33 83.38 80.06 69.3 75.57 fastText https://github.com/UniversalDependencies/UD_Czech-CLTT/blob/r2.9/LICENSE.txt
    UD_Serbian-SET serbian-ud29 97.86 93.14 93.31 92.49 96.64 89.9 86.66 84.03 75.91 80.65 fastText https://github.com/UniversalDependencies/UD_Serbian-SET/blob/r2.9/LICENSE.txt
    UD_Russian-Taiga russian-taiga-ud29 96.2 100 93.22 91.76 94.73 81.83 77.55 74.74 67.06 69.91 fastText https://github.com/UniversalDependencies/UD_Russian-Taiga/blob/r2.9/LICENSE.txt
    UD_Belarusian-HSE belarusian-ud29 98.17 96.11 93.71 91.37 95.78 87.24 84.58 81.47 74.22 77 fastText https://github.com/UniversalDependencies/UD_Belarusian-HSE/blob/r2.9/LICENSE.txt
    UD_Indonesian-GSD indonesian-ud29 94.45 91.18 95.87 86.15 97.65 86.93 80.38 76.36 70.21 74.31 fastText https://github.com/UniversalDependencies/UD_Indonesian-GSD/blob/r2.9/LICENSE.txt
    UD_Norwegian-NynorskLIA norwegian-nynorsklia-ud29 93.53 100 92.03 89.47 96.68 76.72 70.75 65.36 57.09 62.72 fastText https://github.com/UniversalDependencies/UD_Norwegian-NynorskLIA/blob/r2.9/LICENSE.txt
    UD_Romanian-SiMoNERo romanian-simonero-ud29 97.91 96.85 96.27 95.89 98.92 93.35 91.09 87.88 82.48 86.75 fastText https://github.com/UniversalDependencies/UD_Romanian-SiMoNERo/blob/r2.9/LICENSE.txt
    UD_Afrikaans-AfriBooms afrikaans-ud29 96.7 90.57 96.37 90.02 97 87 83.33 76.83 71.14 73.02 fastText https://github.com/UniversalDependencies/UD_Afrikaans-AfriBooms/blob/r2.9/LICENSE.txt
    UD_Armenian-ArmTDP armenian-ud29 94.08 100 87.92 85.75 93.83 83.41 77.14 71.17 58.72 66.62 fastText https://github.com/UniversalDependencies/UD_Armenian-ArmTDP/blob/r2.9/LICENSE.txt
    UD_Catalan-AnCora catalan-ud29 98.83 96.18 98.47 95.82 99.3 93.53 91.29 86.69 84.06 86.1 fastText https://github.com/UniversalDependencies/UD_Catalan-AnCora/blob/r2.9/LICENSE.txt
    UD_Czech-PDT czech-pdt-ud29 98.98 96.44 96.63 95.61 98.59 93.44 91.54 90.04 85.97 88.56 fastText https://github.com/UniversalDependencies/UD_Czech-PDT/blob/r2.9/LICENSE.txt
    UD_Swedish-LinES swedish-lines-ud29 96.26 93.08 89.19 85.54 96.93 87.58 83.26 79.8 65.9 76.74 fastText https://github.com/UniversalDependencies/UD_Swedish-LinES/blob/r2.9/LICENSE.txt
    UD_French-Sequoia french-sequoia-ud29 97.75 100 100 97.75 98.36 90.84 88.56 84.39 82.27 82.6 fastText https://github.com/UniversalDependencies/UD_French-Sequoia/blob/r2.9/LICENSE.txt
    UD_Arabic-NYUAD arabic-nyuad-ud29 33.94 17.4 5.17 3.98 84.49 33.48 6.18 4.42 0.05 3.68 fastText https://github.com/UniversalDependencies/UD_Arabic-NYUAD/blob/r2.9/LICENSE.txt
    UD_French-FTB french-ftb-ud29 28.36 100 23.29 9.83 99.8 27.38 12.53 9.89 4.41 9.48 fastText https://github.com/UniversalDependencies/UD_French-FTB/blob/r2.9/LICENSE.txt
    UD_Turkish-Tourism turkish-tourism-ud29 98.39 100 94.47 94.11 98.9 95.61 89.46 86.63 79.02 85.64 fastText https://github.com/UniversalDependencies/UD_Turkish-Tourism/blob/r2.9/LICENSE.txt
    UD_Latin-UDante latin-udante-ud29 86.59 65.23 71.34 61.08 83.82 65.28 54.53 44.94 27.36 37.31 fastText https://github.com/UniversalDependencies/UD_Latin-UDante/blob/r2.9/LICENSE.txt
    UD_Chinese-GSD chinese-gsd-ud29 94.73 94.56 99.1 93.58 98.87 83.2 79.25 77.76 72.24 76.5 fastText https://github.com/UniversalDependencies/UD_Chinese-GSD/blob/r2.9/LICENSE.txt
    UD_Polish-LFG polish-lfg-ud29 98.01 93.84 94.93 92.66 97.32 95.9 93.85 92.02 85.49 89.18 fastText https://github.com/UniversalDependencies/UD_Polish-LFG/blob/r2.9/LICENSE.txt
    UD_Turkish-IMST turkish-imst-ud29 92.49 91.85 88.47 84.27 96.41 73.34 65.76 61.04 50.37 59.29 fastText https://github.com/UniversalDependencies/UD_Turkish-IMST/blob/r2.9/LICENSE.txt
    UD_Latin-LLCT latin-llct-ud29 99.46 96.9 96.84 96.39 97.22 95.55 94.55 93.67 89.55 90.31 fastText https://github.com/UniversalDependencies/UD_Latin-LLCT/blob/r2.9/LICENSE.txt
    UD_Norwegian-Bokmaal norwegian-bokmaal-ud29 97.38 100 96.25 95.43 98.02 92.08 89.99 87.4 82.1 84.96 fastText https://github.com/UniversalDependencies/UD_Norwegian-Bokmaal/blob/r2.9/LICENSE.txt
    UD_Italian-ISDT italian-isdt-ud29 98.09 97.95 100 97.84 98.2 92.91 90.9 86.61 84.5 84.42 fastText https://github.com/UniversalDependencies/UD_Italian-ISDT/blob/r2.9/LICENSE.txt
    UD_Danish-DDT danish-ud29 96.8 100 95.99 94.89 97.14 85.61 82.84 79.63 73.1 76.78 fastText https://github.com/UniversalDependencies/UD_Danish-DDT/blob/r2.9/LICENSE.txt
    UD_Spanish-GSD spanish-gsd-ud29 96.17 100 96.77 94.22 98.61 90.27 87.22 81.89 74.02 80.23 fastText https://github.com/UniversalDependencies/UD_Spanish-GSD/blob/r2.9/LICENSE.txt
    UD_Persian-Seraji persian-seraji-ud29 97.62 97.5 97.45 96.95 95.64 89.78 86.12 82.91 80.57 78.52 fastText https://github.com/UniversalDependencies/UD_Persian-Seraji/blob/r2.9/LICENSE.txt
    UD_Turkish-Atis turkish-atis-ud29 98.09 100 97.59 97.2 98.63 89.94 87.51 87.02 84.88 86.18 fastText https://github.com/UniversalDependencies/UD_Turkish-Atis/blob/r2.9/LICENSE.txt
    UD_Italian-PoSTWITA italian-postwita-ud29 95.39 95.06 95.71 93.03 96.49 84.9 79.6 74.38 68.51 71.57 fastText https://github.com/UniversalDependencies/UD_Italian-PoSTWITA/blob/r2.9/LICENSE.txt
    UD_Icelandic-Modern icelandic-modern-ud29 98.98 97.43 98.02 97.19 98.73 94.31 92.75 90.97 88.74 89.83 fastText https://github.com/UniversalDependencies/UD_Icelandic-Modern/blob/r2.9/LICENSE.txt
    UD_Basque-BDT basque-ud29 94.58 100 91.42 88.58 95.6 84.64 80.61 79 68.55 75.24 fastText https://github.com/UniversalDependencies/UD_Basque-BDT/blob/r2.9/LICENSE.txt
    UD_Latvian-LVTB latvian-ud29 96.32 86.82 93.33 86.03 95.45 87.88 84.39 81.92 73.51 77.76 fastText https://github.com/UniversalDependencies/UD_Latvian-LVTB/blob/r2.9/LICENSE.txt
    UD_English-GUM english-gum-ud29 96.31 96.02 97.04 94.74 97.69 89 86.15 81.61 76.59 78.64 fastText https://github.com/UniversalDependencies/UD_English-GUM/blob/r2.9/LICENSE.txt
    UD_Welsh-CCG welsh-ud29 92.58 90.77 86.14 82.55 89.72 83.37 75.6 68.95 53.54 58.95 fastText https://github.com/UniversalDependencies/UD_Welsh-CCG/blob/r2.9/LICENSE.txt
    UD_Russian-GSD russian-gsd-ud29 97.02 96.48 91.72 90.27 95.7 87.47 83.43 81.47 72.15 77.4 fastText https://github.com/UniversalDependencies/UD_Russian-GSD/blob/r2.9/LICENSE.txt
    UD_Finnish-TDT finnish-tdt-ud29 96.41 97.97 94.01 92.55 88.29 89.27 86.46 84.61 77.32 71.77 fastText https://github.com/UniversalDependencies/UD_Finnish-TDT/blob/r2.9/LICENSE.txt
    UD_Japanese-BCCWJLUW japanese-bccwjluw-ud29 32.92 100 100 32.92 100 36.29 22.31 11.28 5.91 11.28 fastText https://github.com/UniversalDependencies/UD_Japanese-BCCWJLUW/blob/r2.9/LICENSE.txt
    UD_Norwegian-Nynorsk norwegian-nynorsk-ud29 97.22 100 95.29 94.31 97.38 91.76 89.51 87.13 80.26 83.93 fastText https://github.com/UniversalDependencies/UD_Norwegian-Nynorsk/blob/r2.9/LICENSE.txt
    UD_Irish-IDT irish-ud29 94.01 93.71 88.33 84.39 93.53 85.57 79.24 73.83 59.54 67.72 fastText https://github.com/UniversalDependencies/UD_Irish-IDT/blob/r2.9/LICENSE.txt
    UD_Urdu-UDTB urdu-ud29 93.6 91.66 82.84 78.25 96.1 86.58 80.76 74.62 54.91 70.95 fastText https://github.com/UniversalDependencies/UD_Urdu-UDTB/blob/r2.9/LICENSE.txt
    UD_Portuguese-Bosque portuguese-bosque-ud29 97.4 100 96.3 94.95 98.21 91.06 87.92 82.65 76.02 80.44 fastText https://github.com/UniversalDependencies/UD_Portuguese-Bosque/blob/r2.9/LICENSE.txt
    UD_Spanish-AnCora spanish-ancora-ud29 98.83 95.97 98.57 95.4 99.34 92.38 90.09 85.84 83.37 85.23 fastText https://github.com/UniversalDependencies/UD_Spanish-AnCora/blob/r2.9/LICENSE.txt
    UD_Czech-FicTree czech-fictree-ud29 98.03 93.98 95.37 93.01 98.26 92.5 90.06 87.28 80.76 85.2 fastText https://github.com/UniversalDependencies/UD_Czech-FicTree/blob/r2.9/LICENSE.txt
    UD_Italian-VIT italian-vit-ud29 97.64 96.91 97.34 95.64 98.41 89.73 86.15 80.57 76.01 78.86 fastText https://github.com/UniversalDependencies/UD_Italian-VIT/blob/r2.9/LICENSE.txt
    UD_Dutch-Alpino dutch-alpino-ud29 96.37 94.28 96.48 93.5 89.09 91.45 88 82.53 76.73 67.01 fastText https://github.com/UniversalDependencies/UD_Dutch-Alpino/blob/r2.9/LICENSE.txt
    UD_Hindi-HDTB hindi-ud29 97.05 96.59 93.92 91.5 98.83 94.58 91.24 87.49 77.22 86.19 fastText https://github.com/UniversalDependencies/UD_Hindi-HDTB/blob/r2.9/LICENSE.txt
    UD_Persian-PerDT persian-perdt-ud29 97.31 97.22 97.78 95.23 98.89 93.3 90.9 89 85 87.8 fastText https://github.com/UniversalDependencies/UD_Persian-PerDT/blob/r2.9/LICENSE.txt
    UD_Japanese-GSD japanese-gsd-ud29 98.29 96.88 100 96.51 98.9 94.05 92.73 88.76 86.52 87.53 fastText https://github.com/UniversalDependencies/UD_Japanese-GSD/blob/r2.9/LICENSE.txt
    UD_German-GSD german-gsd-ud29 94.15 96.5 90 84.5 96.38 86.53 81.63 77.2 59.57 72.5 fastText https://github.com/UniversalDependencies/UD_German-GSD/blob/r2.9/LICENSE.txt
    UD_Slovak-SNK slovak-ud29 95.24 86.04 89.75 84.73 94.86 90.08 87.15 85.16 72.59 79.93 fastText https://github.com/UniversalDependencies/UD_Slovak-SNK/blob/r2.9/LICENSE.txt
    UD_Uyghur-UDT uyghur-ud29 86.11 88.5 84.47 72.88 94.33 74.94 61.66 54.07 38.58 50.33 fastText https://github.com/UniversalDependencies/UD_Uyghur-UDT/blob/r2.9/LICENSE.txt
    UD_Slovenian-SSJ slovenian-ud29 98.12 94.74 95.11 93.95 97.96 92.28 90.44 87.81 82 85.84 fastText https://github.com/UniversalDependencies/UD_Slovenian-SSJ/blob/r2.9/LICENSE.txt
    UD_Turkish-Penn turkish-penn-ud29 95.64 100 93.02 91.92 93.82 83.96 69.96 66.62 58.07 61.81 fastText https://github.com/UniversalDependencies/UD_Turkish-Penn/blob/r2.9/LICENSE.txt
    UD_English-ESL english-esl-ud29 24.26 19.46 100 14.31 100 31.25 6.75 5.52 1.45 5.52 fastText https://github.com/UniversalDependencies/UD_English-ESL/blob/r2.9/LICENSE.txt
    UD_Galician-CTG galician-ud29 97.27 95.83 100 95.53 98.3 85.82 82.78 77.39 70.62 75.79 fastText https://github.com/UniversalDependencies/UD_Galician-CTG/blob/r2.9/LICENSE.txt
    UD_Czech-CAC czech-cac-ud29 99.04 95.49 95.47 94.47 97.74 92.39 90.25 88.36 83.05 85.91 fastText https://github.com/UniversalDependencies/UD_Czech-CAC/blob/r2.9/LICENSE.txt
    UD_Finnish-FTB finnish-ftb-ud29 94.55 92.55 94.39 91.16 95.16 89.65 86.33 83.38 77.1 80.03 fastText https://github.com/UniversalDependencies/UD_Finnish-FTB/blob/r2.9/LICENSE.txt
    UD_Latin-ITTB latin-ittb-ud29 98.77 94.21 96.51 92.8 99.18 91.26 89.14 86.78 81.86 86.31 fastText https://github.com/UniversalDependencies/UD_Latin-ITTB/blob/r2.9/LICENSE.txt
    UD_Russian-SynTagRus russian-syntagrus-ud29 98.39 100 93.24 92.83 97.93 93.55 90.94 89.5 80.49 87.16 fastText https://github.com/UniversalDependencies/UD_Russian-SynTagRus/blob/r2.9/LICENSE.txt
    UD_Greek-GDT greek-ud29 97.31 97.34 93.68 92.82 95.51 91.01 88.55 83.71 75.08 77.83 fastText https://github.com/UniversalDependencies/UD_Greek-GDT/blob/r2.9/LICENSE.txt
    UD_Turkish-BOUN turkish-boun-ud29 90.29 90.77 91.48 84.19 95.27 77.93 70.78 68.21 55.56 64.27 fastText https://github.com/UniversalDependencies/UD_Turkish-BOUN/blob/r2.9/LICENSE.txt
    UD_Vietnamese-VTB vietnamese-ud29 86.75 81.94 99.41 81.52 99.87 66.32 56.8 54.07 48.5 53.99 fastText https://github.com/UniversalDependencies/UD_Vietnamese-VTB/blob/r2.9/LICENSE.txt
    UD_Romanian-RRT romanian-rrt-ud29 97.77 96.73 96.96 96.34 97.95 90.61 86.52 82.75 78.43 80.99 fastText https://github.com/UniversalDependencies/UD_Romanian-RRT/blob/r2.9/LICENSE.txt
    UD_Japanese-GSDLUW japanese-gsdluw-ud29 97.86 96.58 100 96.43 95.72 94.29 93.01 86.51 83.15 79.3 fastText https://github.com/UniversalDependencies/UD_Japanese-GSDLUW/blob/r2.9/LICENSE.txt
    UD_English-LinES english-lines-ud29 96.27 95.47 95.67 92.19 97.91 86.69 82.68 78.29 71.58 76.1 fastText https://github.com/UniversalDependencies/UD_English-LinES/blob/r2.9/LICENSE.txt
    UD_Polish-PDB polish-pdb-ud29 98.33 94.37 94.62 93.34 97.55 92.97 90.55 88.24 81.56 85.71 fastText https://github.com/UniversalDependencies/UD_Polish-PDB/blob/r2.9/LICENSE.txt
    UD_Telugu-MTG telugu-ud29 91.96 92.37 100 91.82 100 91.54 82.11 77.78 73.18 77.78 fastText https://github.com/UniversalDependencies/UD_Telugu-MTG/blob/r2.9/LICENSE.txt
    UD_English-Atis english-atis-ud29 98.51 100 97.83 97.2 99.91 94.59 92.33 90.05 85.7 89.98 fastText https://github.com/UniversalDependencies/UD_English-Atis/blob/r2.9/LICENSE.txt
    UD_Hungarian-Szeged hungarian-ud29 92.42 100 88.06 85.29 92.42 80.81 75.26 73.18 57.65 66 fastText https://github.com/UniversalDependencies/UD_Hungarian-Szeged/blob/r2.9/LICENSE.txt
    UD_French-Rhapsodie french-rhapsodie-ud29 94.61 97.79 92.26 88.2 96.44 81.24 76.01 69.06 59.42 65.88 fastText https://github.com/UniversalDependencies/UD_French-Rhapsodie/blob/r2.9/LICENSE.txt
    UD_Swedish-Talbanken swedish-talbanken-ud29 97.38 95.79 95.83 94.39 97.55 88.29 84.88 82.34 76.32 79.63 fastText https://github.com/UniversalDependencies/UD_Swedish-Talbanken/blob/r2.9/LICENSE.txt
    UD_Chinese-GSDSimp chinese-gsdsimp-ud29 94.54 94.39 99.13 93.29 98.98 82.77 78.57 77.07 71.55 75.89 fastText https://github.com/UniversalDependencies/UD_Chinese-GSDSimp/blob/r2.9/LICENSE.txt
    UD_Estonian-EDT estonian-edt-ud29 97.06 97.93 95.38 93.91 85.22 87.75 84.68 82.93 77.25 65.94 fastText https://github.com/UniversalDependencies/UD_Estonian-EDT/blob/r2.9/LICENSE.txt
    UD_Japanese-BCCWJ japanese-bccwj-ud29 32.86 100 100 32.86 100 32.3 15.45 2.2 0.56 2.2 fastText https://github.com/UniversalDependencies/UD_Japanese-BCCWJ/blob/r2.9/LICENSE.txt
    UD_Italian-TWITTIRO italian-twittiro-ud29 92.24 91.16 90.49 86.16 92.37 79.77 73.39 65.18 54.05 57.76 fastText https://github.com/UniversalDependencies/UD_Italian-TWITTIRO/blob/r2.9/LICENSE.txt
    UD_Portuguese-GSD portuguese-gsd-ud29 98.01 98 99.88 97.91 99.14 92.84 91.3 87.07 84.91 86.15 fastText https://github.com/UniversalDependencies/UD_Portuguese-GSD/blob/r2.9/LICENSE.txt
    UD_Romanian-Nonstandard romanian-nonstandard-ud29 97.1 92.51 90.87 89.45 95.59 90.53 86.44 82.19 69.15 77.48 fastText https://github.com/UniversalDependencies/UD_Romanian-Nonstandard/blob/r2.9/LICENSE.txt
    UD_Italian-ParTUT italian-partut-ud29 97.77 97.64 97.2 96.29 97.69 91.24 88.93 82.65 78.75 80.09 fastText https://github.com/UniversalDependencies/UD_Italian-ParTUT/blob/r2.9/LICENSE.txt
    UD_English-ParTUT english-partut-ud29 96.01 95.72 95.33 93.66 97.51 88.41 85.56 80.54 73.66 78.23 fastText https://github.com/UniversalDependencies/UD_English-ParTUT/blob/r2.9/LICENSE.txt
    UD_Maltese-MUDT maltese-ud29 93.02 91.68 100 91.02 100 81.13 74.82 65.6 59.4 65.6 fastText https://github.com/UniversalDependencies/UD_Maltese-MUDT/blob/r2.9/LICENSE.txt
    UD_English-EWT english-ewt-ud29 95.76 95.37 96.48 93.43 96.96 89.25 86.43 83.3 77.53 80.17 fastText https://github.com/UniversalDependencies/UD_English-EWT/blob/r2.9/LICENSE.txt
    UD_Estonian-EWT estonian-ewt-ud29 91.16 94.05 88.09 84.48 82.93 76.86 70.4 66.36 55.58 52.79 fastText https://github.com/UniversalDependencies/UD_Estonian-EWT/blob/r2.9/LICENSE.txt
    UD_Lithuanian-ALKSNIS lithuanian-alksnis-ud29 93.16 86.49 88.35 84.77 91.74 78.34 73.17 70.62 60.75 64.71 fastText https://github.com/UniversalDependencies/UD_Lithuanian-ALKSNIS/blob/r2.9/LICENSE.txt
    UD_Hebrew-HTB hebrew-htb-ud29 96.84 96.83 95.42 94.45 96.15 89.91 86.93 80.92 74.15 75.98 fastText https://github.com/UniversalDependencies/UD_Hebrew-HTB/blob/r2.9/LICENSE.txt
    UD_Latin-PROIEL latin-proiel-ud29 95.98 96.13 89.22 88 95.95 81.95 76.74 73.69 63.49 71.56 fastText https://github.com/UniversalDependencies/UD_Latin-PROIEL/blob/r2.9/LICENSE.txt
    UD_French-GSD french-gsd-ud29 97.86 100 97.98 97.03 98.41 92.6 90.36 86.08 82.51 84.19 fastText https://github.com/UniversalDependencies/UD_French-GSD/blob/r2.9/LICENSE.txt
    UD_Ukrainian-IU ukrainian-ud29 96.09 91.07 91.2 89.47 96.54 85.8 82.35 78.71 69.97 75.88 fastText https://github.com/UniversalDependencies/UD_Ukrainian-IU/blob/r2.9/LICENSE.txt
    UD_Croatian-SET croatian-ud29 97.83 94 94.57 93.35 96.79 89.39 85.51 82.79 75.46 79.2 fastText https://github.com/UniversalDependencies/UD_Croatian-SET/blob/r2.9/LICENSE.txt
    UD_Arabic-PADT arabic-padt-ud29 96.82 93.89 93.93 93.3 93.68 87.42 82.53 79.19 73.1 73.42 fastText https://github.com/UniversalDependencies/UD_Arabic-PADT/blob/r2.9/LICENSE.txt
    UD_Turkish-FrameNet turkish-framenet-ud29 94 100 90.12 88.82 93.8 91 80.37 77.04 66.76 71.35 fastText https://github.com/UniversalDependencies/UD_Turkish-FrameNet/blob/r2.9/LICENSE.txt
    UD_English-GUMReddit english-gumreddit-ud29 21.53 15.39 30.46 5.71 100 26.05 4.63 05.04 0 05.04 fastText https://github.com/UniversalDependencies/UD_English-GUMReddit/blob/r2.9/LICENSE.txt
    UD_Tamil-TTB tamil-ud29 82.76 77.33 82.45 71.69 92.31 71.9 60.58 56.31 44.83 51.86 fastText https://github.com/UniversalDependencies/UD_Tamil-TTB/blob/r2.9/LICENSE.txt
    UD_French-ParTUT french-partut-ud29 96.5 96 93.66 92.66 96.58 91.39 88.71 84.02 73.11 79.17 fastText https://github.com/UniversalDependencies/UD_French-ParTUT/blob/r2.9/LICENSE.txt
    UD_Scottish_Gaelic-ARCOSG scottish-gaelic-ud29 95.27 89.46 91.8 87.94 95.23 85.92 81.11 75.86 66.46 71.11 fastText https://github.com/UniversalDependencies/UD_Scottish_Gaelic-ARCOSG/blob/r2.9/LICENSE.txt
    UD_Old_French-SRCMF old-french-ud29 95.53 95.33 97.12 94.2 100 89.76 85.37 82.38 77.57 82.38 fastText - French https://github.com/UniversalDependencies/UD_Old_French-SRCMF/blob/r2.9/LICENSE.txt
    UD_Ancient_Greek-Perseus ancient-greek-perseus-ud29 90.17 80.42 87.09 78.93 83.8 76.96 70.29 63.75 46.19 49.43 fastText - Greek https://github.com/UniversalDependencies/UD_Ancient_Greek-Perseus/blob/r2.9/LICENSE.txt
    UD_Ancient_Greek-PROIEL ancient-greek-proiel-ud29 97.42 97.56 90.99 89.79 95.6 85.56 81.06 76.31 65.19 72.3 fastText - Greek https://github.com/UniversalDependencies/UD_Ancient_Greek-PROIEL/blob/r2.9/LICENSE.txt
    UD_Western_Armenian-ArmTDP western-armenian-ud-29 95.73 100 90.19 88.93 95.71 85.83 80.17 72.81 61.2 69.05 fastText - Armenian https://github.com/UniversalDependencies/UD_Western_Armenian-ArmTDP/blob/r2.9/LICENSE.txt
    UD_Classical_Chinese-Kyoto classical-chiense-kyoto 91.72 85.04 100 83.3 97.53 82.73 76.73 76 72.81 74.27 fastText https://github.com/UniversalDependencies/UD_Classical_Chinese-Kyoto/blob/r2.9/LICENSE.txt