{ "lang":"da", "name":"core_news_trf", "version":"3.7.2", "description":"Danish transformer pipeline (Transformer(name='vesteinn/DanskBERT', piece_encoder='xlm-roberta-sentencepiece', stride=120, type='xlm-roberta', width=768, window=152, vocab_size=50005)). Components: transformer, morphologizer, parser, lemmatizer (trainable_lemmatizer), ner, attribute_ruler.", "author":"Explosion", "email":"contact@explosion.ai", "url":"https://explosion.ai", "license":"CC BY-SA 4.0", "spacy_version":">=3.7.0,<3.8.0", "spacy_git_version":"6b4f77441", "vectors":{ "width":0, "vectors":0, "keys":0, "name":null }, "labels":{ "transformer":[ ], "morphologizer":[ "AdpType=Prep|POS=ADP", "Definite=Ind|Gender=Com|Number=Sing|POS=NOUN", "Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin|Voice=Act", "POS=PROPN", "Definite=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "Definite=Def|Gender=Neut|Number=Sing|POS=NOUN", "POS=SCONJ", "Definite=Def|Gender=Com|Number=Sing|POS=NOUN", "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Act", "POS=ADV", "Number=Plur|POS=DET|PronType=Dem", "Degree=Pos|Number=Plur|POS=ADJ", "Definite=Ind|Gender=Com|Number=Plur|POS=NOUN", "POS=PUNCT", "POS=CCONJ", "Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ", "Degree=Cmp|POS=ADJ", "POS=PRON|PartType=Inf", "Gender=Com|Number=Sing|POS=DET|PronType=Ind", "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ", "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN", "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ", "Gender=Neut|Number=Sing|POS=DET|PronType=Dem", "Degree=Pos|POS=ADV", "Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN", "POS=PRON|PronType=Dem", "NumType=Card|POS=NUM", "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ", "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Degree=Pos|Gender=Com|Number=Sing|POS=ADJ", "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs", "NumType=Ord|POS=ADJ", "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", "Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act", "POS=VERB|VerbForm=Inf|Voice=Act", "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act", "POS=NOUN", "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass", "POS=ADP|PartType=Inf", "Degree=Pos|POS=ADJ", "Definite=Def|Gender=Com|Number=Plur|POS=NOUN", "Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs", "Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN", "POS=AUX|VerbForm=Inf|Voice=Act", "Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ", "Gender=Com|Number=Sing|POS=DET|PronType=Dem", "Number=Plur|POS=DET|PronType=Ind", "Gender=Com|Number=Sing|POS=PRON|PronType=Ind", "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes", "POS=PART|PartType=Inf", "Gender=Neut|Number=Sing|POS=DET|PronType=Ind", "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN", "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs", "Case=Nom|Gender=Com|POS=PRON|PronType=Ind", "Gender=Neut|Number=Sing|POS=PRON|PronType=Ind", "Mood=Imp|POS=VERB", "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs", "Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part", "POS=X", "Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs", "Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN", "POS=VERB|Tense=Pres|VerbForm=Part", "Number=Plur|POS=PRON|PronType=Int,Rel", "POS=VERB|VerbForm=Inf|Voice=Pass", "Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN", "Degree=Cmp|POS=ADV", "POS=ADV|PartType=Inf", "Degree=Sup|POS=ADV", "Number=Plur|POS=PRON|PronType=Dem", "Number=Plur|POS=PRON|PronType=Ind", "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN", "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs", "Case=Gen|POS=PROPN", "POS=ADP", "Degree=Cmp|Number=Plur|POS=ADJ", "Definite=Def|Degree=Sup|POS=ADJ", "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs", "Degree=Pos|Number=Sing|POS=ADJ", "Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", "Gender=Com|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form", "Number=Plur|POS=PRON|PronType=Rcp", "Case=Gen|Degree=Cmp|POS=ADJ", "Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN", "Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs", "POS=INTJ", "Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs", "Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ", "Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form", "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs", "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs", "Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN", "Number=Sing|POS=PRON|PronType=Int,Rel", "Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form", "Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel", "Definite=Def|Degree=Sup|Number=Plur|POS=ADJ", "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs", "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", "Definite=Ind|Number=Sing|POS=NOUN", "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "Number=Plur|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", "POS=SYM", "Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs", "Degree=Sup|POS=ADJ", "Number=Plur|POS=DET|PronType=Ind|Style=Arch", "Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Dem", "Foreign=Yes|POS=X", "POS=DET|Person=2|Polite=Form|Poss=Yes|PronType=Prs", "Gender=Neut|Number=Sing|POS=PRON|PronType=Dem", "Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs", "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN", "Case=Gen|POS=PRON|PronType=Int,Rel", "Gender=Com|Number=Sing|POS=PRON|PronType=Dem", "Abbr=Yes|POS=X", "Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN", "Definite=Def|Degree=Abs|POS=ADJ", "Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ", "Definite=Ind|POS=NOUN", "Gender=Com|Number=Plur|POS=NOUN", "Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs", "Gender=Com|POS=PRON|PronType=Int,Rel", "Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs", "Degree=Abs|POS=ADV", "POS=VERB|VerbForm=Ger", "POS=VERB|Tense=Past|VerbForm=Part", "Definite=Def|Degree=Sup|Number=Sing|POS=ADJ", "Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form", "Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ", "Case=Gen|Degree=Pos|Number=Plur|POS=ADJ", "Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs", "Gender=Com|Number=Sing|POS=PRON|PronType=Int,Rel", "POS=VERB|Tense=Pres", "Case=Gen|Number=Plur|POS=DET|PronType=Ind", "Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs", "POS=PRON|Person=2|Polite=Form|Poss=Yes|PronType=Prs", "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs", "POS=AUX|Tense=Pres|VerbForm=Part", "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass", "Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", "Degree=Sup|Number=Plur|POS=ADJ", "Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs", "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", "Definite=Ind|Number=Plur|POS=NOUN", "Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "Mood=Imp|POS=AUX", "Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs", "Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs", "Definite=Def|Gender=Com|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs", "Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Ind", "Case=Gen|POS=NOUN", "Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs", "POS=DET|PronType=Dem", "Definite=Def|Number=Plur|POS=NOUN" ], "parser":[ "ROOT", "acl:relcl", "advcl", "advmod", "advmod:lmod", "amod", "appos", "aux", "case", "cc", "ccomp", "compound:prt", "conj", "cop", "dep", "det", "expl", "fixed", "flat", "iobj", "list", "mark", "nmod", "nmod:poss", "nsubj", "nummod", "obj", "obl", "obl:lmod", "obl:tmod", "punct", "xcomp" ], "attribute_ruler":[ ], "ner":[ "LOC", "MISC", "ORG", "PER" ] }, "pipeline":[ "transformer", "morphologizer", "parser", "lemmatizer", "attribute_ruler", "ner" ], "components":[ "transformer", "morphologizer", "parser", "lemmatizer", "attribute_ruler", "ner" ], "disabled":[ ], "performance":{ "token_acc":0.9989350373, "token_p":0.9977732598, "token_r":0.9974835463, "token_f":0.997628382, "pos_acc":0.9870683392, "morph_acc":0.9845498135, "morph_micro_p":0.9929531052, "morph_micro_r":0.9886426733, "morph_micro_f":0.9907932011, "morph_per_feat":{ "Mood":{ "p":0.9952290076, "r":0.9942802669, "f":0.9947544111 }, "Tense":{ "p":0.9924242424, "r":0.9864457831, "f":0.9894259819 }, "VerbForm":{ "p":0.9919901417, "r":0.9853121175, "f":0.9886398526 }, "Voice":{ "p":0.9947643979, "r":0.9940209268, "f":0.9943925234 }, "Definite":{ "p":0.9948227798, "r":0.9869616752, "f":0.9908766363 }, "Gender":{ "p":0.9886439546, "r":0.9837155201, "f":0.9861735799 }, "Number":{ "p":0.9918763103, "r":0.987219614, "f":0.9895424837 }, "AdpType":{ "p":0.9991134752, "r":0.9964633068, "f":0.9977866313 }, "PartType":{ "p":1.0, "r":1.0, "f":1.0 }, "Case":{ "p":0.9968152866, "r":0.9889415482, "f":0.9928628073 }, "Person":{ "p":0.9982238011, "r":0.9982238011, "f":0.9982238011 }, "PronType":{ "p":0.9975308642, "r":0.9967105263, "f":0.9971205265 }, "NumType":{ "p":0.9867549669, "r":0.9867549669, "f":0.9867549669 }, "Degree":{ "p":0.9795918367, "r":0.9831325301, "f":0.9813589898 }, "Reflex":{ "p":1.0, "r":1.0, "f":1.0 }, "Number[psor]":{ "p":1.0, "r":1.0, "f":1.0 }, "Poss":{ "p":1.0, "r":1.0, "f":1.0 }, "Foreign":{ "p":1.0, "r":0.7, "f":0.8235294118 }, "Abbr":{ "p":1.0, "r":0.4, "f":0.5714285714 }, "Style":{ "p":1.0, "r":1.0, "f":1.0 }, "Polite":{ "p":1.0, "r":1.0, "f":1.0 } }, "sents_p":0.9261862917, "sents_r":0.9343971631, "sents_f":0.9302736099, "dep_uas":0.897934115, "dep_las":0.8740509156, "dep_las_per_type":{ "advmod":{ "p":0.8345323741, "r":0.8192090395, "f":0.8267997149 }, "root":{ "p":0.9014084507, "r":0.9078014184, "f":0.9045936396 }, "nsubj":{ "p":0.9345991561, "r":0.9345991561, "f":0.9345991561 }, "case":{ "p":0.9358717435, "r":0.9211045365, "f":0.9284294235 }, "obl":{ "p":0.8388625592, "r":0.8245341615, "f":0.8316366484 }, "cc":{ "p":0.898255814, "r":0.898255814, "f":0.898255814 }, "conj":{ "p":0.816, "r":0.816, "f":0.816 }, "obj":{ "p":0.9128787879, "r":0.9359223301, "f":0.9242569511 }, "aux":{ "p":0.9176470588, "r":0.9096209913, "f":0.9136163982 }, "acl:relcl":{ "p":0.7932960894, "r":0.7675675676, "f":0.7802197802 }, "advmod:lmod":{ "p":0.8805970149, "r":0.8805970149, "f":0.8805970149 }, "det":{ "p":0.9456342669, "r":0.9456342669, "f":0.9456342669 }, "amod":{ "p":0.8939393939, "r":0.9061433447, "f":0.9 }, "nmod:poss":{ "p":0.8, "r":0.7920792079, "f":0.7960199005 }, "ccomp":{ "p":0.7105263158, "r":0.8709677419, "f":0.7826086957 }, "nummod":{ "p":0.8174603175, "r":0.8583333333, "f":0.837398374 }, "flat":{ "p":0.8805031447, "r":0.9271523179, "f":0.9032258065 }, "compound:prt":{ "p":0.6666666667, "r":0.6341463415, "f":0.65 }, "advcl":{ "p":0.7699115044, "r":0.75, "f":0.7598253275 }, "mark":{ "p":0.9371069182, "r":0.9178644764, "f":0.9273858921 }, "cop":{ "p":0.9152542373, "r":0.9257142857, "f":0.9204545455 }, "dep":{ "p":0.2095238095, "r":0.4150943396, "f":0.2784810127 }, "nmod":{ "p":0.784989858, "r":0.755859375, "f":0.7701492537 }, "iobj":{ "p":0.9375, "r":0.6818181818, "f":0.7894736842 }, "xcomp":{ "p":0.7346938776, "r":0.6101694915, "f":0.6666666667 }, "obl:lmod":{ "p":0.0, "r":0.0, "f":0.0 }, "list":{ "p":0.4, "r":0.3333333333, "f":0.3636363636 }, "vocative":{ "p":0.0, "r":0.0, "f":0.0 }, "fixed":{ "p":0.9473684211, "r":0.8780487805, "f":0.9113924051 }, "expl":{ "p":0.96875, "r":0.9117647059, "f":0.9393939394 }, "appos":{ "p":0.7297297297, "r":0.8181818182, "f":0.7714285714 }, "obl:tmod":{ "p":1.0, "r":0.6111111111, "f":0.7586206897 }, "discourse":{ "p":0.0, "r":0.0, "f":0.0 } }, "lemma_acc":0.9579661017, "tag_acc":0.9870683392, "ents_p":0.8866396761, "ents_r":0.9125, "ents_f":0.8993839836, "ents_per_type":{ "MISC":{ "p":0.7846153846, "r":0.9026548673, "f":0.8395061728 }, "PER":{ "p":0.950310559, "r":0.921686747, "f":0.9357798165 }, "ORG":{ "p":0.8764044944, "r":0.8666666667, "f":0.8715083799 }, "LOC":{ "p":0.9210526316, "r":0.9459459459, "f":0.9333333333 } }, "speed":523.1005752745 }, "sources":[ { "name":"UD Danish DDT v2.8", "url":"https://github.com/UniversalDependencies/UD_Danish-DDT", "license":"CC BY-SA 4.0", "author":"Johannsen, Anders; Mart\u00ednez Alonso, H\u00e9ctor; Plank, Barbara" }, { "name":"DaNE", "url":"https://github.com/alexandrainst/danlp/blob/master/docs/datasets.md#danish-dependency-treebank-dane", "license":"CC BY-SA 4.0", "author":"Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders S\u00f8gaard" }, { "name":"vesteinn/DanskBERT", "author":"Sn\u00e6bjarnarson, V\u00e9steinn and Simonsen, Annika and Glava\u0161, Goran and Vuli\u0107, Ivan", "url":"https://huggingface.co/vesteinn/DanskBERT", "license":"CC BY 4.0" } ], "requirements":[ "spacy-curated-transformers>=0.2.0,<0.3.0" ] }