{ "lang":"da", "name":"dacy_small", "version":"0.3.0", "description":"\n\n\n# DaCy small\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 Danish Dependency treebank as well as competitive performance on named entity recognition, named entity disambiguation and coreference resolution. \nTo 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, Johana Mayerova, Mikkel Krøjen Svendsen", "email":"Kenneth.enevoldsen@cas.au.dk", "url":"https://chcaa.io/#/", "license":"Apache-2.0", "spacy_version":">=3.8.14,<3.9.0", "spacy_git_version":"0069cf9", "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", "Polarity=Neg", "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", "Number=Plur|POS=DET|PronType=Ind|Style=Arch", "Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Dem", "POS=PRON|Person=2|Polite=Form|Poss=Yes|PronType=Prs", "Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", "Degree=Sup|Number=Plur|POS=ADJ", "Definite=Def|Gender=Com|Number=Sing|POS=VERB|Tense=Past|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" ] }, "pipeline":[ "transformer", "tagger", "morphologizer", "trainable_lemmatizer", "parser", "ner" ], "components":[ "transformer", "tagger", "morphologizer", "trainable_lemmatizer", "parser", "ner" ], "disabled":[ ], "performance":{ "tag_acc":0.9813613789, "pos_acc":0.9807770961, "tag_micro_p":0.0, "tag_micro_r":0.0, "tag_micro_f":0.0, "morph_acc":0.9768039731, "morph_per_feat":{ "Case":{ "p":0.9903288201, "r":0.992248062, "f":0.9912875121 }, "Gender":{ "p":0.9839967173, "r":0.9779771615, "f":0.9809777051 }, "Number":{ "p":0.9869664386, "r":0.9812115322, "f":0.9840805718 }, "Person":{ "p":0.9897540984, "r":0.9979338843, "f":0.9938271605 }, "PronType":{ "p":0.9923076923, "r":0.9923076923, "f":0.9923076923 }, "Mood":{ "p":0.9967177243, "r":0.9989035088, "f":0.9978094195 }, "Tense":{ "p":0.9848078642, "r":0.9883408072, "f":0.9865711728 }, "VerbForm":{ "p":0.9843081312, "r":0.9892473118, "f":0.9867715409 }, "Voice":{ "p":0.9949537426, "r":0.9991554054, "f":0.9970501475 }, "Degree":{ "p":0.9781341108, "r":0.9640804598, "f":0.9710564399 }, "Definite":{ "p":0.9929435484, "r":0.984015984, "f":0.9884596086 }, "AdpType":{ "p":1.0, "r":0.9925053533, "f":0.9962385814 }, "PartType":{ "p":1.0, "r":1.0, "f":1.0 }, "Polite":{ "p":1.0, "r":1.0, "f":1.0 }, "Number[psor]":{ "p":0.9743589744, "r":0.987012987, "f":0.9806451613 }, "Poss":{ "p":0.9871794872, "r":0.9871794872, "f":0.9871794872 }, "NumType":{ "p":0.9805825243, "r":0.9711538462, "f":0.9758454106 }, "Reflex":{ "p":1.0, "r":1.0, "f":1.0 }, "Foreign":{ "p":1.0, "r":0.8333333333, "f":0.9090909091 }, "Style":{ "p":1.0, "r":1.0, "f":1.0 }, "Abbr":{ "p":0.5, "r":0.2, "f":0.2857142857 } }, "lemma_acc":0.9466674455, "dep_uas":0.8834662701, "dep_las":0.8498242768, "dep_las_per_type":{ "nsubj":{ "p":0.9088669951, "r":0.9077490775, "f":0.9083076923 }, "cop":{ "p":0.9014084507, "r":0.8951048951, "f":0.898245614 }, "advmod":{ "p":0.8194690265, "r":0.8223801066, "f":0.8209219858 }, "amod":{ "p":0.8855421687, "r":0.8891129032, "f":0.8873239437 }, "case":{ "p":0.9388753056, "r":0.9230769231, "f":0.9309090909 }, "obl":{ "p":0.7886497065, "r":0.7810077519, "f":0.7848101266 }, "root":{ "p":0.8692810458, "r":0.8886414254, "f":0.8788546256 }, "nmod":{ "p":0.7356608479, "r":0.7108433735, "f":0.7230392157 }, "expl":{ "p":0.96875, "r":0.9117647059, "f":0.9393939394 }, "aux":{ "p":0.9078947368, "r":0.9484536082, "f":0.9277310924 }, "ccomp":{ "p":0.7068965517, "r":0.82, "f":0.7592592593 }, "obj":{ "p":0.8461538462, "r":0.9209302326, "f":0.8819599109 }, "mark":{ "p":0.9082352941, "r":0.9125295508, "f":0.9103773585 }, "advcl":{ "p":0.7098765432, "r":0.696969697, "f":0.7033639144 }, "fixed":{ "p":0.9705882353, "r":0.8461538462, "f":0.904109589 }, "nmod:poss":{ "p":0.7213114754, "r":0.7096774194, "f":0.7154471545 }, "xcomp":{ "p":0.5510204082, "r":0.45, "f":0.495412844 }, "det":{ "p":0.953815261, "r":0.9654471545, "f":0.9595959596 }, "dep":{ "p":0.2297297297, "r":0.4146341463, "f":0.2956521739 }, "acl:relcl":{ "p":0.7218934911, "r":0.7011494253, "f":0.7113702624 }, "advmod:lmod":{ "p":0.7358490566, "r":0.7222222222, "f":0.7289719626 }, "nummod":{ "p":0.8205128205, "r":0.8, "f":0.8101265823 }, "cc":{ "p":0.873605948, "r":0.8867924528, "f":0.8801498127 }, "conj":{ "p":0.7921146953, "r":0.7700348432, "f":0.7809187279 }, "appos":{ "p":0.5517241379, "r":0.5161290323, "f":0.5333333333 }, "obl:tmod":{ "p":0.6666666667, "r":0.3333333333, "f":0.4444444444 }, "obl:lmod":{ "p":0.0, "r":0.0, "f":0.0 }, "compound:prt":{ "p":0.3103448276, "r":0.2903225806, "f":0.3 }, "flat":{ "p":0.8932038835, "r":0.9019607843, "f":0.8975609756 }, "list":{ "p":0.4, "r":0.1666666667, "f":0.2352941176 }, "discourse":{ "p":0.0, "r":0.0, "f":0.0 }, "vocative":{ "p":0.0, "r":0.0, "f":0.0 }, "iobj":{ "p":0.8333333333, "r":0.4545454545, "f":0.5882352941 }, "parataxis":{ "p":0.0, "r":0.0, "f":0.0 } }, "sents_p":0.9369565217, "sents_r":0.9599109131, "sents_f":0.9482948295, "ents_f":0.8325, "ents_p":0.8201970443, "ents_r":0.845177665, "ents_per_type":{ "PER":{ "p":0.9237288136, "r":0.8515625, "f":0.8861788618 }, "MISC":{ "p":0.7117117117, "r":0.8229166667, "f":0.7632850242 }, "LOC":{ "p":0.8617021277, "r":0.84375, "f":0.8526315789 }, "ORG":{ "p":0.7710843373, "r":0.8648648649, "f":0.8152866242 } }, "coref_p":0.0, "coref_r":0.0, "nel_micro_f":0.0, "nel_micro_r":0.0, "nel_micro_p":0.0, "transformer_loss":49471.7168840343, "tagger_loss":1089.4397839382, "morphologizer_loss":1975.7927071452, "trainable_lemmatizer_loss":7829.6738185883, "parser_loss":12577.8125, "ner_loss":525.0030517578 }, "requirements":[ "spacy-transformers>=1.4.0,<1.5.0", "spacy>=3.8.14,<3.9.0" ], "sources":[ { "name":"UD Danish DDT v2.18", "url":"https://github.com/UniversalDependencies/UD_Danish-DDT", "license":"CC BY-SA 4.0", "author":"Johannsen, Anders; Martínez Alonso, Héctor; 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 Søgaard" }, { "name":"jonfd/electra-small-nordic", "author":"Jón Friðrik Daðason", "url":"https://huggingface.co/jonfd/electra-small-nordic", "license":"CC BY 4.0" } ], "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)." }