{ "lang":"sv", "name":"pipeline", "version":"0.0.0", "description":"This is a transformer-based pipeline for Swedish, which includes tagger, parser, ner and lemmatizer modules. The model was trained on UD Treebanks and the SUC 3.0 dataset at the National Library of Sweden by KBLab. Warning: the lemmatizer is not based on a statistical model and its performance is a bit erratic, so use at your own risk!", "author":"KBLab", "email":"elena.fano@kb.se", "url":"https://kb-labb.github.io/", "license":"mit", "spacy_version":">=3.0.6,<3.1.0", "spacy_git_version":"91a3cab1c", "vectors":{ "width":0, "vectors":0, "keys":0, "name":null }, "labels":{ "transformer":[ ], "tagger":[ "ADJ", "ADP", "ADV", "AUX", "CCONJ", "DET", "INTJ", "NOUN", "NUM", "PART", "PRON", "PROPN", "PUNCT", "SCONJ", "SYM", "VERB", "X" ], "parser":[ "ROOT", "acl", "acl:cleft", "acl:relcl", "advcl", "advmod", "amod", "appos", "aux", "aux:pass", "case", "cc", "ccomp", "compound", "compound:prt", "conj", "cop", "csubj", "dep", "det", "discourse", "dislocated", "expl", "fixed", "flat", "flat:name", "iobj", "mark", "nmod", "nmod:poss", "nsubj", "nsubj:pass", "nummod", "obj", "obl", "obl:agent", "parataxis", "punct", "xcomp" ], "transformer_ner":[ ], "ner":[ "EVN", "LOC", "LOC/LOC", "LOC/ORG", "LOC/PRS", "MSR", "OBJ", "ORG", "ORG/PRS", "PRS", "PRS/WRK", "TME", "WRK" ], "attribute_ruler":[ ], "lemmatizer":[ ] }, "pipeline":[ "transformer", "tagger", "parser", "transformer_ner", "ner", "attribute_ruler", "lemmatizer" ], "components":[ "transformer", "tagger", "parser", "transformer_ner", "ner", "attribute_ruler", "lemmatizer" ], "disabled":[ ], "performance":{ "dep_las_per_type":{ "nsubj":{ "p":0.9362389023, "r":0.9411764706, "f":0.9387011936 }, "root":{ "p":0.9250960307, "r":0.9407552083, "f":0.9328599096 }, "case":{ "p":0.9461899603, "r":0.953073845, "f":0.9496194273 }, "det":{ "p":0.9752342704, "r":0.976541555, "f":0.9758874749 }, "obl":{ "p":0.8194130926, "r":0.829240434, "f":0.8242974737 }, "nsubj:pass":{ "p":0.905511811, "r":0.905511811, "f":0.905511811 }, "acl:relcl":{ "p":0.8390501319, "r":0.8548387097, "f":0.8468708389 }, "advmod":{ "p":0.8364808844, "r":0.8578176665, "f":0.8470149254 }, "amod":{ "p":0.9642160052, "r":0.9530546624, "f":0.9586028461 }, "obl:agent":{ "p":0.5454545455, "r":0.6, "f":0.5714285714 }, "aux":{ "p":0.9682320442, "r":0.972260749, "f":0.9702422145 }, "nmod:poss":{ "p":0.9770642202, "r":0.97856049, "f":0.9778117827 }, "obj":{ "p":0.9472182596, "r":0.9215822346, "f":0.9342244108 }, "nmod":{ "p":0.7784926471, "r":0.7763519707, "f":0.7774208352 }, "mark":{ "p":0.9313408724, "r":0.9194577352, "f":0.9253611557 }, "advcl":{ "p":0.7108910891, "r":0.7108910891, "f":0.7108910891 }, "cop":{ "p":0.8858921162, "r":0.9364035088, "f":0.9104477612 }, "xcomp":{ "p":0.8351955307, "r":0.7400990099, "f":0.7847769029 }, "cc":{ "p":0.9250440917, "r":0.9242290749, "f":0.9246364037 }, "conj":{ "p":0.7889060092, "r":0.7810831426, "f":0.7849750862 }, "appos":{ "p":0.4180327869, "r":0.4146341463, "f":0.4163265306 }, "acl":{ "p":0.7630057803, "r":0.6470588235, "f":0.700265252 }, "iobj":{ "p":0.813559322, "r":0.8, "f":0.8067226891 }, "compound:prt":{ "p":0.8035714286, "r":0.7287449393, "f":0.7643312102 }, "fixed":{ "p":0.8652849741, "r":0.7713625866, "f":0.8156288156 }, "parataxis":{ "p":0.45, "r":0.525974026, "f":0.4850299401 }, "expl":{ "p":0.6815286624, "r":0.7086092715, "f":0.6948051948 }, "csubj":{ "p":0.6507936508, "r":0.640625, "f":0.6456692913 }, "dep":{ "p":0.0, "r":0.0, "f":0.0 }, "ccomp":{ "p":0.7544642857, "r":0.8203883495, "f":0.7860465116 }, "nummod":{ "p":0.8425925926, "r":0.8504672897, "f":0.8465116279 }, "aux:pass":{ "p":0.9565217391, "r":0.5789473684, "f":0.7213114754 }, "dislocated":{ "p":0.4791666667, "r":0.2804878049, "f":0.3538461538 }, "acl:cleft":{ "p":0.5172413793, "r":0.8333333333, "f":0.6382978723 }, "flat:name":{ "p":0.8333333333, "r":0.9090909091, "f":0.8695652174 }, "csubj:pass":{ "p":0.0, "r":0.0, "f":0.0 }, "discourse":{ "p":0.7692307692, "r":0.6818181818, "f":0.7228915663 }, "orphan":{ "p":0.0, "r":0.0, "f":0.0 }, "vocative":{ "p":0.0, "r":0.0, "f":0.0 }, "flat":{ "p":0.8681318681, "r":0.8404255319, "f":0.8540540541 }, "compound":{ "p":0.5, "r":0.7272727273, "f":0.5925925926 }, "reparandum":{ "p":0.0, "r":0.0, "f":0.0 } }, "sents_p":0.9212548015, "sents_r":0.9368489583, "tag_acc":0.9818079056, "dep_uas":0.9198832946, "dep_las":0.883373418, "sents_f":0.9289864429, "transformer_loss":3996.3977112946, "tagger_loss":304.7223157457, "parser_loss":17219.7631057223 } }