{ "lang":"da", "name":"dacy_medium_trf", "version":"0.2.0", "description":"\n\n\n# DaCy medium\n\nDaCy is a Danish language processing framework with state-of-the-art pipelines as well as functionality for analysing Danish pipelines.\nDaCy's largest pipeline has achieved State-of-the-Art performance on parts-of-speech tagging and dependency \nparsing for Danish on the DaNE dataset. To read more check out the [DaCy repository](https://github.com/centre-for-humanities-computing/DaCy) for material on how to use DaCy and reproduce the results. \nDaCy also contains guides on usage of the package as well as behavioural test for biases and robustness of Danish NLP pipelines.\n", "author":"Kenneth Enevoldsen", "email":"Kenneth.enevoldsen@cas.au.dk", "url":"https://chcaa.io/#/", "license":"Apache-2.0 License", "spacy_version":">=3.5.2,<3.6.0", "spacy_git_version":"Unknown", "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" ], "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", "NumType=Ord|POS=ADJ", "POS=CCONJ", "Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN", "POS=VERB|VerbForm=Inf|Voice=Act", "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Degree=Sup|POS=ADV", "Degree=Pos|POS=ADV", "Gender=Com|Number=Sing|POS=DET|PronType=Ind", "Number=Plur|POS=DET|PronType=Ind", "POS=ADP", "POS=ADV|PartType=Inf", "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act", "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ", "Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs", "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act", "POS=ADP|PartType=Inf", "Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ", "NumType=Card|POS=NUM", "Degree=Pos|POS=ADJ", "Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part", "POS=PART|PartType=Inf", "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes", "Definite=Def|Gender=Com|Number=Plur|POS=NOUN", "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN", "Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs", "POS=VERB|Tense=Pres|VerbForm=Part", "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN", "Definite=Def|Degree=Sup|Number=Plur|POS=ADJ", "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs", "POS=AUX|VerbForm=Inf|Voice=Act", "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ", "Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ", "Degree=Cmp|POS=ADJ", "POS=PRON|PartType=Inf", "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ", "Case=Nom|Gender=Com|POS=PRON|PronType=Ind", "Number=Plur|POS=PRON|PronType=Ind", "POS=INTJ", "Gender=Com|Number=Sing|POS=DET|PronType=Dem", "Case=Gen|Number=Plur|POS=DET|PronType=Ind", "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass", "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN", "Degree=Cmp|POS=ADV", "Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form", "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", "Case=Gen|POS=PROPN", "Gender=Neut|Number=Sing|POS=PRON|PronType=Ind", "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs", "Definite=Def|Degree=Sup|POS=ADJ", "Gender=Neut|Number=Sing|POS=DET|PronType=Ind", "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN", "Gender=Neut|Number=Sing|POS=DET|PronType=Dem", "Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "POS=PRON|PronType=Dem", "Degree=Pos|Gender=Com|Number=Sing|POS=ADJ", "Number=Plur|POS=NUM", "POS=VERB|VerbForm=Inf|Voice=Pass", "Definite=Def|Degree=Sup|Number=Sing|POS=ADJ", "Number=Sing|POS=PRON|PronType=Int,Rel", "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs", "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs", "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs", "POS=PRON", "Definite=Ind|Number=Sing|POS=NOUN", "Definite=Ind|Number=Sing|POS=NUM", "Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN", "Foreign=Yes|POS=ADV", "POS=NOUN", "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN", "Gender=Com|Number=Plur|POS=NOUN", "Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel", "Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs", "Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs", "Gender=Com|Number=Sing|POS=PRON|PronType=Ind", "Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN", "Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ", "Degree=Sup|POS=ADJ", "Degree=Pos|Number=Sing|POS=ADJ", "Mood=Imp|POS=VERB", "Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs", "Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs", "POS=X", "Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN", "Number=Plur|POS=PRON|PronType=Dem", "Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs", "Number=Plur|POS=PRON|PronType=Int,Rel", "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", "Degree=Cmp|Number=Plur|POS=ADJ", "Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs", "Gender=Com|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form", "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs", "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs", "Gender=Com|POS=PRON|PronType=Int,Rel", "Case=Gen|Degree=Pos|Number=Plur|POS=ADJ", "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", "POS=VERB|VerbForm=Ger", "Gender=Com|Number=Sing|POS=PRON|PronType=Dem", "Case=Gen|POS=PRON|PronType=Int,Rel", "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass", "Abbr=Yes|POS=X", "Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN", "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs", "Definite=Ind|Number=Plur|POS=NOUN", "Foreign=Yes|POS=X", "Number=Plur|POS=PRON|PronType=Rcp", "Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs", "Case=Gen|Degree=Cmp|POS=ADJ", "Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN", "Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs", "Gender=Neut|Number=Sing|POS=PRON|PronType=Dem", "Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form", "Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form", "Number=Plur|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", "Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs", "Case=Gen|Number=Plur|POS=PRON|PronType=Rcp", "POS=DET|Person=2|Polite=Form|Poss=Yes|PronType=Prs", "POS=SYM", "POS=DET|PronType=Dem", "Gender=Com|Number=Sing|POS=NUM", "Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs", "Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "Definite=Def|Degree=Abs|POS=ADJ", "POS=VERB|Tense=Pres", "Definite=Ind|Gender=Neut|Number=Sing|POS=NUM", "Degree=Abs|POS=ADV", "Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ", "Gender=Com|Number=Sing|POS=PRON|PronType=Int,Rel", "POS=VERB|Tense=Past|VerbForm=Part", "Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ", "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs", "Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs", "Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs", "Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs", "Definite=Ind|POS=NOUN", "Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Ind", "Definite=Ind|Gender=Com|Number=Sing|POS=NUM", "Definite=Def|Number=Plur|POS=NOUN", "Case=Gen|POS=NOUN", "POS=AUX|Tense=Pres|VerbForm=Part" ], "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" ], "ner":[ "LOC", "MISC", "ORG", "PER" ], "coref":[ ], "span_resolver":[ ], "entity_linker":[ ] }, "pipeline":[ "transformer", "tagger", "morphologizer", "trainable_lemmatizer", "parser", "ner", "coref", "span_resolver", "span_cleaner", "entity_linker" ], "components":[ "transformer", "tagger", "morphologizer", "trainable_lemmatizer", "parser", "ner", "coref", "span_resolver", "span_cleaner", "entity_linker" ], "disabled":[ ], "requirements":[ "spacy-transformers>=1.2.3,<1.3.0", "spacy-experimental>=0.6.2,<0.7.0" ], "performance":{ "token_acc":0.9992023928, "token_p":0.9970089731, "token_r":0.9977052779, "token_f":0.9973570039, "sents_p":0.9842105263, "sents_r":0.992920354, "sents_f":0.9885462555, "tag_acc":0.9847290149, "pos_acc":0.985677928, "morph_acc":0.9814371257, "morph_micro_p":0.9910058542, "morph_micro_r":0.9876942662, "morph_micro_f":0.989347289, "morph_per_feat":{ "NumType":{ "p":0.987654321, "r":0.9302325581, "f":0.9580838323 }, "Degree":{ "p":0.9894736842, "r":0.9715762274, "f":0.9804432855 }, "Number":{ "p":0.9884148064, "r":0.9859075536, "f":0.987159588 }, "Definite":{ "p":0.9858490566, "r":0.9837398374, "f":0.9847933176 }, "Gender":{ "p":0.9869901547, "r":0.9838766211, "f":0.9854309286 }, "Mood":{ "p":0.9971126083, "r":0.9942418426, "f":0.9956751562 }, "Tense":{ "p":0.9906469213, "r":0.9906469213, "f":0.9906469213 }, "VerbForm":{ "p":0.9924670433, "r":0.9918444166, "f":0.9921556323 }, "Voice":{ "p":0.997012696, "r":0.9955257271, "f":0.9962686567 }, "AdpType":{ "p":0.9990689013, "r":0.9972118959, "f":0.9981395349 }, "PronType":{ "p":0.9954914337, "r":0.9963898917, "f":0.9959404601 }, "Case":{ "p":0.9968652038, "r":0.9860465116, "f":0.9914263445 }, "Person":{ "p":0.9930555556, "r":0.9913344887, "f":0.9921942758 }, "Number[psor]":{ "p":0.987804878, "r":1.0, "f":0.9938650307 }, "Poss":{ "p":0.987804878, "r":1.0, "f":0.9938650307 }, "PartType":{ "p":1.0, "r":0.9962406015, "f":0.9981167608 }, "Polite":{ "p":0.6666666667, "r":0.6666666667, "f":0.6666666667 }, "Reflex":{ "p":1.0, "r":1.0, "f":1.0 }, "Foreign":{ "p":0.5, "r":0.2, "f":0.2857142857 }, "Style":{ "p":1.0, "r":1.0, "f":1.0 }, "Abbr":{ "p":0.6666666667, "r":1.0, "f":0.8 } }, "dep_uas":0.9083920564, "dep_las":0.883349834, "dep_las_per_type":{ "nummod":{ "p":0.7948717949, "r":0.8230088496, "f":0.8086956522 }, "amod":{ "p":0.897810219, "r":0.9027522936, "f":0.9002744739 }, "nmod":{ "p":0.7712418301, "r":0.7729257642, "f":0.772082879 }, "nsubj":{ "p":0.9510638298, "r":0.946031746, "f":0.9485411141 }, "flat":{ "p":0.9285714286, "r":0.9680851064, "f":0.9479166667 }, "cc":{ "p":0.8681672026, "r":0.8940397351, "f":0.88091354 }, "conj":{ "p":0.8862275449, "r":0.8554913295, "f":0.8705882353 }, "root":{ "p":0.926056338, "r":0.9309734513, "f":0.9285083848 }, "advmod":{ "p":0.8871715611, "r":0.8605697151, "f":0.8736681887 }, "mark":{ "p":0.9148471616, "r":0.9331848552, "f":0.9239250276 }, "aux":{ "p":0.9875389408, "r":0.9753846154, "f":0.9814241486 }, "ccomp":{ "p":0.7764705882, "r":0.835443038, "f":0.8048780488 }, "case":{ "p":0.9348986126, "r":0.9192025184, "f":0.926984127 }, "det":{ "p":0.9409448819, "r":0.9637096774, "f":0.9521912351 }, "obl":{ "p":0.8476821192, "r":0.8114104596, "f":0.8291497976 }, "nmod:poss":{ "p":0.8181818182, "r":0.8256880734, "f":0.8219178082 }, "obj":{ "p":0.8943533698, "r":0.9352380952, "f":0.9143389199 }, "cop":{ "p":0.8944099379, "r":0.8834355828, "f":0.8888888889 }, "acl:relcl":{ "p":0.8343195266, "r":0.7704918033, "f":0.8011363636 }, "advcl":{ "p":0.6742857143, "r":0.7564102564, "f":0.7129909366 }, "dep":{ "p":0.1136363636, "r":0.3333333333, "f":0.1694915254 }, "compound:prt":{ "p":0.6666666667, "r":0.5882352941, "f":0.625 }, "fixed":{ "p":0.9473684211, "r":0.8709677419, "f":0.9075630252 }, "iobj":{ "p":0.7692307692, "r":0.6666666667, "f":0.7142857143 }, "appos":{ "p":0.8181818182, "r":0.7105263158, "f":0.7605633803 }, "obl:tmod":{ "p":0.5, "r":0.3125, "f":0.3846153846 }, "advmod:lmod":{ "p":0.7678571429, "r":0.8958333333, "f":0.8269230769 }, "xcomp":{ "p":0.8913043478, "r":0.640625, "f":0.7454545455 }, "expl":{ "p":0.9230769231, "r":0.9230769231, "f":0.9230769231 }, "list":{ "p":0.5714285714, "r":0.2352941176, "f":0.3333333333 }, "obl:lmod":{ "p":0.25, "r":0.3333333333, "f":0.2857142857 }, "parataxis":{ "p":0.0, "r":0.0, "f":0.0 }, "orphan":{ "p":0.0, "r":0.0, "f":0.0 }, "vocative":{ "p":0.0, "r":0.0, "f":0.0 }, "discourse":{ "p":0.0, "r":0.0, "f":0.0 }, "dislocated":{ "p":0.0, "r":0.0, "f":0.0 }, "compound":{ "p":0.0, "r":0.0, "f":0.0 } }, "ents_p":0.8708487085, "ents_r":0.8458781362, "ents_f":0.8581818182, "ents_per_type":{ "LOC":{ "p":0.854368932, "r":0.9166666667, "f":0.8844221106 }, "PER":{ "p":0.9100529101, "r":0.9555555556, "f":0.9322493225 }, "MISC":{ "p":0.8301886792, "r":0.7272727273, "f":0.7753303965 }, "ORG":{ "p":0.8611111111, "r":0.7701863354, "f":0.8131147541 } }, "coref_lea_f1":0.4118366346, "coref_lea_precision":0.4889169083, "coref_lea_recall":0.3557507008, "nel_score":0.801242236, "nel_score_desc":"micro F", "nel_micro_p":0.9923076923, "nel_micro_r":0.671875, "nel_micro_f":0.801242236, "nel_macro_p":0.993902439, "nel_macro_r":0.6598989464, "nel_macro_f":0.7815238616, "nel_f_per_type":{ "MISC":{ "p":1.0, "r":0.4117647059, "f":0.5833333333 }, "PER":{ "p":1.0, "r":0.7540983607, "f":0.8598130841 }, "LOC":{ "p":1.0, "r":0.8285714286, "f":0.90625 }, "ORG":{ "p":0.9756097561, "r":0.6451612903, "f":0.7766990291 } } }, "sources":[ { "name":"UD Danish DDT v2.11", "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://huggingface.co/datasets/dane", "license":"CC BY-SA 4.0", "author":"Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders S\u00f8gaard" }, { "name":"DaCoref", "url":"https://huggingface.co/datasets/alexandrainst/dacoref", "license":"CC BY-SA 4.0", "author":"Buch-Kromann, Matthias" }, { "name":"DaNED", "url":"https://danlp-alexandra.readthedocs.io/en/stable/docs/datasets.html#daned", "license":"CC BY-SA 4.0", "author":"Barrett, M. J., Lam, H., Wu, M., Lacroix, O., Plank, B., & S\u00f8gaard, A." }, { "name":"vesteinn/DanskBERT", "author":"V\u00e9steinn Sn\u00e6bjarnarson", "url":"https://huggingface.co/vesteinn/DanskBERT", "license":"MIT" } ], "notes":"\n\n### Training\nThis model was trained using [spaCy](https://spacy.io) and logged to [Weights & Biases](https://wandb.ai/kenevoldsen/dacy-v0.2.0). You can find all the training logs [here](https://wandb.ai/kenevoldsen/dacy-v0.2.0)." }