{ "lang":"da", "name":"dacy_small_trf", "version":"0.2.0", "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", "email":"Kenneth.enevoldsen@cas.au.dk", "url":"https://chcaa.io/#/", "license":"Apache-2.0", "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-experimental>=0.6.2,<0.7.0", "spacy-transformers>=1.2.3,<1.3.0" ], "performance":{ "token_acc":0.9992023928, "token_p":0.9970089731, "token_r":0.9977052779, "token_f":0.9973570039, "sents_p":0.9295532646, "sents_r":0.9575221239, "sents_f":0.9433304272, "tag_acc":0.9846798742, "pos_acc":0.9842315369, "morph_acc":0.9772942762, "morph_micro_p":0.9894326733, "morph_micro_r":0.9833448258, "morph_micro_f":0.9863793562, "morph_per_feat":{ "NumType":{ "p":0.9941176471, "r":0.9825581395, "f":0.9883040936 }, "Degree":{ "p":0.9791666667, "r":0.9715762274, "f":0.9753566796 }, "Number":{ "p":0.9824362606, "r":0.9774520857, "f":0.9799378355 }, "Definite":{ "p":0.9870410367, "r":0.9777492512, "f":0.9823731728 }, "Gender":{ "p":0.9781150724, "r":0.9712583246, "f":0.9746746395 }, "Mood":{ "p":0.9990366089, "r":0.9952015355, "f":0.9971153846 }, "Tense":{ "p":0.9960784314, "r":0.9898674981, "f":0.9929632525 }, "VerbForm":{ "p":0.9968454259, "r":0.991217064, "f":0.9940232778 }, "Voice":{ "p":0.999251497, "r":0.9955257271, "f":0.9973851326 }, "AdpType":{ "p":1.0, "r":0.9953531599, "f":0.9976711691 }, "PronType":{ "p":0.9936708861, "r":0.9918772563, "f":0.9927732611 }, "Case":{ "p":0.9984350548, "r":0.9891472868, "f":0.9937694704 }, "Person":{ "p":0.9965095986, "r":0.9896013865, "f":0.9930434783 }, "Number[psor]":{ "p":0.9875, "r":0.975308642, "f":0.9813664596 }, "Poss":{ "p":1.0, "r":0.987654321, "f":0.9937888199 }, "PartType":{ "p":1.0, "r":1.0, "f":1.0 }, "Reflex":{ "p":1.0, "r":1.0, "f":1.0 }, "Foreign":{ "p":0.5, "r":0.4, "f":0.4444444444 }, "Abbr":{ "p":0.3333333333, "r":0.5, "f":0.4 }, "Style":{ "p":1.0, "r":0.5, "f":0.6666666667 }, "Polite":{ "p":1.0, "r":0.6666666667, "f":0.8 } }, "dep_uas":0.8978522787, "dep_las":0.8701623698, "dep_las_per_type":{ "nummod":{ "p":0.8070175439, "r":0.814159292, "f":0.8105726872 }, "amod":{ "p":0.8970588235, "r":0.895412844, "f":0.8962350781 }, "nmod":{ "p":0.7772727273, "r":0.7467248908, "f":0.7616926503 }, "nsubj":{ "p":0.9386243386, "r":0.9386243386, "f":0.9386243386 }, "flat":{ "p":0.9319371728, "r":0.9468085106, "f":0.9393139842 }, "cc":{ "p":0.8813559322, "r":0.8609271523, "f":0.8710217755 }, "conj":{ "p":0.8392857143, "r":0.8150289017, "f":0.8269794721 }, "root":{ "p":0.8807495741, "r":0.9150442478, "f":0.8975694444 }, "advmod":{ "p":0.8590704648, "r":0.8590704648, "f":0.8590704648 }, "mark":{ "p":0.9280898876, "r":0.9198218263, "f":0.9239373602 }, "aux":{ "p":0.9813084112, "r":0.9692307692, "f":0.9752321981 }, "ccomp":{ "p":0.7411764706, "r":0.7974683544, "f":0.7682926829 }, "case":{ "p":0.9367631297, "r":0.9171038825, "f":0.9268292683 }, "det":{ "p":0.9388560158, "r":0.9596774194, "f":0.9491525424 }, "obl":{ "p":0.8076923077, "r":0.7987321712, "f":0.803187251 }, "appos":{ "p":0.7352941176, "r":0.6578947368, "f":0.6944444444 }, "nmod:poss":{ "p":0.8113207547, "r":0.7889908257, "f":0.8 }, "obj":{ "p":0.8905380334, "r":0.9142857143, "f":0.9022556391 }, "advcl":{ "p":0.7763157895, "r":0.7564102564, "f":0.7662337662 }, "cop":{ "p":0.875, "r":0.8588957055, "f":0.866873065 }, "acl:relcl":{ "p":0.7666666667, "r":0.7540983607, "f":0.7603305785 }, "compound:prt":{ "p":0.5, "r":0.6176470588, "f":0.5526315789 }, "dep":{ "p":0.0892857143, "r":0.3333333333, "f":0.1408450704 }, "fixed":{ "p":0.9310344828, "r":0.8709677419, "f":0.9 }, "iobj":{ "p":0.7857142857, "r":0.7333333333, "f":0.7586206897 }, "obl:tmod":{ "p":0.4285714286, "r":0.1875, "f":0.2608695652 }, "xcomp":{ "p":0.7894736842, "r":0.703125, "f":0.7438016529 }, "advmod:lmod":{ "p":0.9111111111, "r":0.8541666667, "f":0.8817204301 }, "expl":{ "p":0.9, "r":0.9230769231, "f":0.9113924051 }, "list":{ "p":0.3333333333, "r":0.1764705882, "f":0.2307692308 }, "obl:lmod":{ "p":1.0, "r":0.3333333333, "f":0.5 }, "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":0.8306010929, "ents_r":0.8172043011, "ents_f":0.8238482385, "ents_per_type":{ "LOC":{ "p":0.8, "r":0.875, "f":0.8358208955 }, "ORG":{ "p":0.8, "r":0.7204968944, "f":0.7581699346 }, "PER":{ "p":0.9060773481, "r":0.9111111111, "f":0.9085872576 }, "MISC":{ "p":0.7796610169, "r":0.7603305785, "f":0.769874477 } }, "lemma_acc":0.9466699925, "coref_lea_f1":0.4218334451, "coref_lea_precision":0.4478869466, "coref_lea_recall":0.398644375, "nel_score":0.352, "nel_score_desc":"micro F", "nel_micro_p":0.8461538462, "nel_micro_r":0.2222222222, "nel_micro_f":0.352, "nel_macro_p":0.8767857143, "nel_macro_r":0.2475984839, "nel_macro_f":0.3752026075, "nel_f_per_type":{ "MISC":{ "p":1.0, "r":0.2631578947, "f":0.4166666667 }, "PER":{ "p":0.8571428571, "r":0.1016949153, "f":0.1818181818 }, "LOC":{ "p":1.0, "r":0.4285714286, "f":0.6 }, "ORG":{ "p":0.65, "r":0.196969697, "f":0.3023255814 } } }, "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":"jonfd/electra-small-nordic", "author":"J\u00f3n Fri\u00f0rik Da\u00f0ason", "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)." }