{ "lang":"fr", "name":"core_news_sm", "version":"3.7.0", "description":"French pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.", "author":"Explosion", "email":"contact@explosion.ai", "url":"https://explosion.ai", "license":"LGPL-LR", "spacy_version":">=3.7.0,<3.8.0", "spacy_git_version":"6b4f77441", "vectors":{ "width":0, "vectors":0, "keys":0, "name":null }, "labels":{ "tok2vec":[ ], "morphologizer":[ "POS=PROPN", "Gender=Fem|Number=Sing|POS=DET|PronType=Dem", "Gender=Fem|Number=Sing|POS=NOUN", "Number=Plur|POS=PRON|Person=1", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "POS=SCONJ", "POS=ADP", "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art", "NumType=Ord|POS=ADJ", "Gender=Masc|Number=Sing|POS=NOUN", "POS=PUNCT", "Gender=Masc|Number=Sing|POS=PROPN", "Number=Plur|POS=ADJ", "Gender=Masc|Number=Plur|POS=NOUN", "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art", "Number=Sing|POS=ADJ", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin", "POS=ADV", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art", "Gender=Fem|Number=Sing|POS=PROPN", "Definite=Def|Number=Sing|POS=DET|PronType=Art", "NumType=Card|POS=NUM", "Definite=Def|Number=Plur|POS=DET|PronType=Art", "Gender=Masc|Number=Plur|POS=ADJ", "POS=CCONJ", "Gender=Fem|Number=Plur|POS=NOUN", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "Gender=Fem|Number=Plur|POS=ADJ", "POS=ADJ", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin", "POS=PRON|PronType=Rel", "Number=Sing|POS=DET|Poss=Yes", "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art", "Definite=Def|Number=Plur|POS=ADP|PronType=Art", "Definite=Ind|Number=Plur|POS=DET|PronType=Art", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin", "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "POS=VERB|VerbForm=Inf", "Gender=Fem|Number=Sing|POS=ADJ", "Gender=Masc|Number=Sing|POS=PRON|Person=3", "Number=Plur|POS=DET", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=ADJ", "Gender=Masc|Number=Sing|POS=DET|PronType=Dem", "POS=ADV|PronType=Int", "POS=VERB|Tense=Pres|VerbForm=Part", "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art", "Gender=Masc|POS=ADJ", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin", "Number=Plur|POS=DET|Poss=Yes", "POS=AUX|VerbForm=Inf", "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part", "POS=ADV|Polarity=Neg", "Definite=Ind|Number=Sing|POS=DET|PronType=Art", "Gender=Fem|Number=Sing|POS=PRON|Person=3", 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"Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Number=Plur|POS=PRON", "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin", "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Number=Sing|POS=PRON", "Number=Sing|POS=PRON|PronType=Dem", "Mood=Ind|POS=VERB|VerbForm=Fin", "Number=Plur|POS=DET|PronType=Dem", "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Gender=Masc|Number=Sing|POS=PRON", "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem", "Number=Sing|POS=PRON|Person=2|PronType=Prs", "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin", "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ", "POS=PRON", "POS=NUM", "Gender=Fem|POS=NOUN", "POS=SPACE", "Gender=Fem|Number=Plur|POS=PRON", 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"Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem", "Gender=Masc|Number=Plur|POS=PROPN", "Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem", "Number=Sing|POS=DET", "Gender=Masc|NumType=Card|Number=Plur|POS=NOUN", "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem", "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Fem|POS=PRON", "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Gender=Fem|Number=Sing|POS=PRON|PronType=Rel", "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin", "Mood=Cnd|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part", "POS=X", "POS=SYM", "Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=DET|PronType=Int", "Gender=Fem|Number=Plur|POS=DET|PronType=Int", "POS=DET", "Gender=Masc|Number=Plur|POS=PRON", "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Mood=Ind|POS=VERB|Person=3|VerbForm=Fin", "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=DET|PronType=Int", "Gender=Masc|Number=Plur|POS=DET", "Gender=Fem|Number=Plur|POS=PRON|PronType=Rel", "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Gender=Masc|Number=Plur|POS=PRON|PronType=Rel", "POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass", "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ", "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin", "Mood=Imp|POS=VERB|Tense=Pres|VerbForm=Fin", "Number=Plur|POS=PRON|Person=2|Reflex=Yes", "Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Number=Plur|POS=PRON|Person=1|Reflex=Yes", "Gender=Masc|NumType=Card|Number=Sing|POS=NOUN", "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin", "Number=Sing|POS=PRON|Person=1|Reflex=Yes", "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin", "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Gender=Masc|POS=PROPN", "Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Number=Plur|POS=PRON|Person=1|PronType=Prs", "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Number=Plur|POS=PRON|Person=2|PronType=Prs", "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin", "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Number=Sing|POS=PRON|Person=1|PronType=Prs", "Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin", "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "Gender=Fem|Number=Plur|POS=PROPN", "Gender=Masc|NumType=Card|POS=NUM" ], "parser":[ "ROOT", "acl", "acl:relcl", "advcl", "advmod", "amod", "appos", "aux:pass", "aux:tense", "case", "cc", "ccomp", "conj", "cop", "dep", "det", "expl:comp", "expl:pass", "expl:subj", "fixed", "flat:foreign", "flat:name", "iobj", "mark", "nmod", "nsubj", "nsubj:pass", "nummod", "obj", "obl:agent", "obl:arg", "obl:mod", "parataxis", "punct", "vocative", "xcomp" ], "attribute_ruler":[ ], "lemmatizer":[ ], "ner":[ "LOC", "MISC", "ORG", "PER" ] }, "pipeline":[ "tok2vec", "morphologizer", "parser", "attribute_ruler", "lemmatizer", "ner" ], "components":[ "tok2vec", "morphologizer", "parser", "senter", "attribute_ruler", "lemmatizer", "ner" ], "disabled":[ "senter" ], "performance":{ "token_acc":0.997952498, "token_p":0.9844389844, "token_r":0.9896058454, "token_f":0.9870156531, "pos_acc":0.9617644028, "morph_acc":0.9529502705, "morph_micro_p":0.9796195652, "morph_micro_r":0.9663701718, "morph_micro_f":0.9729497638, "morph_per_feat":{ "Definite":{ "p":0.986090776, "r":0.9832116788, "f":0.9846491228 }, "Number":{ "p":0.9897655378, "r":0.979197349, "f":0.9844530816 }, "PronType":{ "p":0.9935525467, "r":0.9859245042, "f":0.9897238279 }, "Gender":{ "p":0.9710519514, "r":0.9601328904, "f":0.9655615523 }, "Mood":{ "p":0.9597806216, "r":0.9325044405, "f":0.9459459459 }, "Person":{ "p":0.9818181818, "r":0.9509433962, "f":0.9661341853 }, "Tense":{ "p":0.9538784067, "r":0.9295199183, "f":0.9415416451 }, "VerbForm":{ "p":0.9686174724, "r":0.9453642384, "f":0.956849602 }, "NumType":{ "p":0.9790940767, "r":0.9590443686, "f":0.9689655172 }, "Reflex":{ "p":0.9772727273, "r":0.9772727273, "f":0.9772727273 }, "Voice":{ "p":0.9090909091, "r":0.8928571429, "f":0.9009009009 }, "Poss":{ "p":1.0, "r":1.0, "f":1.0 }, "Polarity":{ "p":1.0, "r":0.9882352941, "f":0.9940828402 } }, "sents_p":0.8561151079, "sents_r":0.8665048544, "sents_f":0.861278649, "dep_uas":0.8781984485, "dep_las":0.8347514036, "dep_las_per_type":{ "det":{ "p":0.9707078926, "r":0.9628732849, "f":0.9667747164 }, "nsubj":{ "p":0.853960396, "r":0.8313253012, "f":0.8424908425 }, "aux:tense":{ "p":0.905511811, "r":0.92, "f":0.9126984127 }, "root":{ "p":0.8490566038, "r":0.8737864078, "f":0.8612440191 }, "obj":{ "p":0.8179012346, "r":0.7863501484, "f":0.8018154312 }, "cc":{ "p":0.866359447, "r":0.866359447, "f":0.866359447 }, "case":{ "p":0.9595959596, "r":0.9707084469, "f":0.9651202167 }, "obl:mod":{ "p":0.6396103896, "r":0.5880597015, "f":0.6127527216 }, "nmod":{ "p":0.7996164909, "r":0.8331668332, "f":0.8160469667 }, "conj":{ "p":0.5, "r":0.5, "f":0.5 }, "nummod":{ "p":0.9079754601, "r":0.875739645, "f":0.8915662651 }, "amod":{ "p":0.8850364964, "r":0.883424408, "f":0.8842297174 }, "acl":{ "p":0.6445783133, "r":0.6184971098, "f":0.6312684366 }, "mark":{ "p":0.8590909091, "r":0.8325991189, "f":0.8456375839 }, "xcomp":{ "p":0.8068965517, "r":0.7748344371, "f":0.7905405405 }, "flat:name":{ "p":0.8691588785, "r":0.8857142857, "f":0.8773584906 }, "cop":{ "p":0.8636363636, "r":0.8444444444, "f":0.8539325843 }, "advmod":{ "p":0.8264984227, "r":0.8213166144, "f":0.8238993711 }, "obl:arg":{ "p":0.6409090909, "r":0.6409090909, "f":0.6409090909 }, "appos":{ "p":0.5063291139, "r":0.4819277108, "f":0.4938271605 }, "nsubj:pass":{ "p":0.8295454545, "r":0.8588235294, "f":0.8439306358 }, "aux:pass":{ "p":0.905982906, "r":0.9464285714, "f":0.9257641921 }, "acl:relcl":{ "p":0.5697674419, "r":0.5697674419, "f":0.5697674419 }, "advcl":{ "p":0.475, "r":0.4871794872, "f":0.4810126582 }, "fixed":{ "p":0.8372093023, "r":0.72, "f":0.7741935484 }, "dep":{ "p":0.2388059701, "r":0.5517241379, "f":0.3333333333 }, "expl:subj":{ "p":0.6857142857, "r":0.75, "f":0.7164179104 }, "expl:comp":{ "p":0.6388888889, "r":0.7666666667, "f":0.696969697 }, "expl:pass":{ "p":0.5, "r":0.2857142857, "f":0.3636363636 }, "ccomp":{ "p":0.7307692308, "r":0.7450980392, "f":0.7378640777 }, "obl:agent":{ "p":0.8717948718, "r":0.8095238095, "f":0.8395061728 }, "parataxis":{ "p":0.4285714286, "r":0.3214285714, "f":0.3673469388 }, "iobj":{ "p":0.75, "r":0.6, "f":0.6666666667 }, "nsubj:caus":{ "p":0.0, "r":0.0, "f":0.0 }, "aux:caus":{ "p":0.0, "r":0.0, "f":0.0 }, "obj:agent":{ "p":0.0, "r":0.0, "f":0.0 }, "goeswith":{ "p":0.0, "r":0.0, "f":0.0 }, "vocative":{ "p":0.8333333333, "r":0.625, "f":0.7142857143 }, "dislocated":{ "p":0.0, "r":0.0, "f":0.0 }, "flat:foreign":{ "p":0.0, "r":0.0, "f":0.0 }, "orphan":{ "p":0.0, "r":0.0, "f":0.0 }, "advcl:cleft":{ "p":0.0, "r":0.0, "f":0.0 }, "csubj":{ "p":0.0, "r":0.0, "f":0.0 } }, "tag_acc":0.933216531, "lemma_acc":0.9084463625, "ents_p":0.8148438757, "ents_r":0.8106360834, "ents_f":0.8127345333, "ents_per_type":{ "PER":{ "p":0.8671110481, "r":0.8761195099, "f":0.8715920026 }, "LOC":{ "p":0.8253083637, "r":0.8424663264, "f":0.8337990851 }, "ORG":{ "p":0.7624443545, "r":0.7190839695, "f":0.7401296405 }, "MISC":{ "p":0.6976186671, "r":0.6363901443, "f":0.6655992681 } }, "speed":3569.3782435377 }, "sources":[ { "name":"UD French Sequoia v2.8", "url":"https://github.com/UniversalDependencies/UD_French-Sequoia", "license":"LGPL-LR", "author":"Candito, Marie; Seddah, Djam\u00e9; Perrier, Guy; Guillaume, Bruno" }, { "name":"WikiNER", "url":"https://figshare.com/articles/Learning_multilingual_named_entity_recognition_from_Wikipedia/5462500", "license":"CC BY 4.0", "author":"Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran" }, { "name":"spaCy lookups data", "author":"Explosion", "url":"https://github.com/explosion/spacy-lookups-data", "license":"MIT" } ], "requirements":[ ] }