{ "lang":"vi", "name":"udv25_vietnamesevtb_trf", "version":"0.0.1", "description":"UD v2.5 benchmarking pipeline for UD_Vietnamese-VTB", "author":"Explosion", "email":"contact@explosion.ai", "url":"https://explosion.ai", "license":"CC BY-SA 4.0", "spacy_version":">=3.2.1,<3.3.0", "spacy_git_version":"800737b41", "vectors":{ "width":0, "vectors":0, "keys":0, "name":null }, "labels":{ "experimental_char_ner_tokenizer":[ "TOKEN" ], "transformer":[ ], "senter":[ "I", "S" ], "tagger":[ "!", "\"", ",", "-", ".", "...", ":", ";", "?", "@", "A", "C", "CC", "E", "I", "L", "LBKT", "M", "N", "NP", "Nb", "Nc", "Np", "Nu", "Ny", "P", "R", "RBKT", "T", "V", "VP", "X", "Y", "Z" ], "morphologizer":[ "POS=NOUN", "POS=ADP", "POS=X|Polarity=Neg", "POS=VERB", "POS=ADJ", "POS=PUNCT", "POS=X", "POS=SCONJ", "NumType=Card|POS=NUM", "POS=DET", "POS=CCONJ", "POS=PROPN", "POS=AUX", "POS=PART", "POS=INTJ" ], "parser":[ "ROOT", "advcl", "advmod", "amod", "appos", "aux", "aux:pass", "case", "cc", "ccomp", "compound", "conj", "cop", "csubj", "dep", "det", "discourse", "iobj", "list", "mark", "nmod", "nsubj", "nummod", "obj", "obl", "parataxis", "punct", "xcomp" ], "experimental_edit_tree_lemmatizer":[ 0 ] }, "pipeline":[ "experimental_char_ner_tokenizer", "transformer", "tagger", "morphologizer", "parser", "experimental_edit_tree_lemmatizer" ], "components":[ "experimental_char_ner_tokenizer", "transformer", "senter", "tagger", "morphologizer", "parser", "experimental_edit_tree_lemmatizer" ], "disabled":[ "senter" ], "sources":[ { "name":"Universal Dependencies v2.5", "url":"https://lindat.mff.cuni.cz/repository/xmlui/handle/11234/1-3105", "author":"Zeman, Daniel; et al." } ], "performance":{ "token_f":0.8790426353, "token_p":0.8683898305, "token_r":0.8899600486, "token_acc":0.9842035036, "sents_f":0.943275972, "sents_p":0.9622886866, "sents_r":0.925, "tag_acc":0.8805048216, "pos_acc":0.9018631331, "morph_acc":0.9695345305, "morph_per_feat":{ "NumType":{ "p":1.0, "r":0.9409594096, "f":0.969581749 }, "Polarity":{ "p":1.0, "r":0.9932885906, "f":0.9966329966 } }, "dep_uas":0.6807696182, "dep_las":0.6063552526, "dep_las_per_type":{ "cc":{ "p":0.625282167, "r":0.5794979079, "f":0.6015200869 }, "nummod":{ "p":0.84375, "r":0.8503937008, "f":0.8470588235 }, "compound":{ "p":0.5607375271, "r":0.6251511487, "f":0.5911949686 }, "nsubj":{ "p":0.7237880496, "r":0.6881028939, "f":0.7054945055 }, "advmod":{ "p":0.843937575, "r":0.762472885, "f":0.8011396011 }, "root":{ "p":0.7582128778, "r":0.72125, "f":0.7392696989 }, "obj":{ "p":0.7544843049, "r":0.5674536256, "f":0.6477382098 }, "case":{ "p":0.7461538462, "r":0.8164983165, "f":0.7797427653 }, "obl":{ "p":0.5305164319, "r":0.5566502463, "f":0.5432692308 }, "xcomp":{ "p":0.5512552301, "r":0.5648445874, "f":0.5579671784 }, "amod":{ "p":0.511627907, "r":0.4074074074, "f":0.4536082474 }, "nmod":{ "p":0.5875, "r":0.4159292035, "f":0.4870466321 }, "det":{ "p":0.8123393316, "r":0.7559808612, "f":0.7831474597 }, "aux:pass":{ "p":0.8360655738, "r":0.6144578313, "f":0.7083333333 }, "ccomp":{ "p":0.3333333333, "r":0.4194630872, "f":0.3714710253 }, "parataxis":{ "p":0.3555555556, "r":0.2461538462, "f":0.2909090909 }, "mark":{ "p":0.18, "r":0.1551724138, "f":0.1666666667 }, "iobj":{ "p":0.0, "r":0.0, "f":0.0 }, "cop":{ "p":0.7843137255, "r":0.8080808081, "f":0.7960199005 }, "csubj":{ "p":0.1538461538, "r":0.1379310345, "f":0.1454545455 }, "aux":{ "p":0.6071428571, "r":0.7906976744, "f":0.6868686869 }, "conj":{ "p":0.5621468927, "r":0.5012594458, "f":0.5299600533 }, "advcl":{ "p":0.2118644068, "r":0.2212389381, "f":0.2164502165 }, "dep":{ "p":0.1785714286, "r":0.1041666667, "f":0.1315789474 }, "discourse":{ "p":0.4716981132, "r":0.3048780488, "f":0.3703703704 }, "appos":{ "p":0.4615384615, "r":0.4, "f":0.4285714286 } }, "lemma_acc":0.8934519139 }, "requirements":[ "pyvi", "spacy-experimental>=0.2.0,<0.3.0", "spacy-transformers>=1.1.3,<1.2.0" ] }