{ "lang":"fr", "name":"core_news_sm", "version":"3.2.0", "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":">=3.2.0,<3.3.0", "spacy_git_version":"bb26550e2", "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", "POS=PRON|Person=3|Reflex=Yes", "Gender=Masc|POS=NOUN", "POS=AUX|Tense=Past|VerbForm=Part", "POS=PRON|Person=3", "Number=Plur|POS=NOUN", "NumType=Ord|Number=Sing|POS=ADJ", "POS=VERB|Tense=Past|VerbForm=Part", "POS=AUX|Tense=Pres|VerbForm=Part", "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "Number=Sing|POS=PRON|Person=3", "Number=Sing|POS=NOUN", "Gender=Masc|Number=Plur|POS=PRON|Person=3", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin", "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ", "Number=Plur|POS=PROPN", "Number=Sing|POS=PROPN", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem", "Gender=Masc|Number=Sing|POS=DET", "Gender=Fem|Number=Sing|POS=DET|Poss=Yes", "Gender=Masc|POS=PRON", "POS=NOUN", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin", "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", "Gender=Fem|Number=Plur|POS=PRON", "Number=Plur|POS=PRON|Person=3", "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "Number=Sing|POS=PRON|Person=1", "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=PRON", "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "POS=INTJ", "Number=Plur|POS=PRON|Person=2", "NumType=Card|POS=PRON", "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art", "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "NumType=Card|POS=NOUN", "POS=PRON|PronType=Int", "Gender=Fem|Number=Plur|POS=PRON|Person=3", "Gender=Fem|Number=Sing|POS=DET", "Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Fem|Number=Plur|POS=DET", "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art", "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" ], "senter":[ "I", "S" ], "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":0.9989751998, "token_p":0.9844389844, "token_r":0.9896058454, "token_f":0.9870156531, "pos_acc":0.9600618397, "morph_acc":0.9492783505, "morph_micro_p":0.9765677992, "morph_micro_r":0.9648470818, "morph_micro_f":0.9706720603, "morph_per_feat":{ "Definite":{ "p":0.986100951, "r":0.9839416058, "f":0.985020095 }, "Number":{ "p":0.9906838085, "r":0.9788291605, "f":0.9847208075 }, "PronType":{ "p":0.992916935, "r":0.9865642994, "f":0.9897304236 }, "Gender":{ "p":0.9705502454, "r":0.9601328904, "f":0.9653134635 }, "Mood":{ "p":0.9575645756, "r":0.9218472469, "f":0.9393665158 }, "Person":{ "p":0.9726205997, "r":0.9383647799, "f":0.9551856594 }, "Tense":{ "p":0.936918304, "r":0.9254341164, "f":0.9311408016 }, "VerbForm":{ "p":0.9538977368, "r":0.9420529801, "f":0.947938359 }, "NumType":{ "p":0.9858156028, "r":0.9488054608, "f":0.9669565217 }, "Reflex":{ "p":0.9565217391, "r":1.0, "f":0.9777777778 }, "Voice":{ "p":0.8429752066, "r":0.9107142857, "f":0.8755364807 }, "Poss":{ "p":1.0, "r":1.0, "f":1.0 }, "Polarity":{ "p":0.9880952381, "r":0.9764705882, "f":0.9822485207 } }, "sents_p":0.8658823529, "sents_r":0.8932038835, "sents_f":0.8793309438, "dep_uas":0.8770041095, "dep_las":0.832561907, "dep_las_per_type":{ "det":{ "p":0.9724919094, "r":0.9701372074, "f":0.9713131313 }, "nsubj":{ "p":0.8618925831, "r":0.8120481928, "f":0.8362282878 }, "aux:tense":{ "p":0.9206349206, "r":0.928, "f":0.9243027888 }, "root":{ "p":0.853427896, "r":0.8762135922, "f":0.8646706587 }, "obj":{ "p":0.8171091445, "r":0.821958457, "f":0.8195266272 }, "cc":{ "p":0.869955157, "r":0.8940092166, "f":0.8818181818 }, "case":{ "p":0.9600811908, "r":0.9666212534, "f":0.9633401222 }, "obl:mod":{ "p":0.6214511041, "r":0.5880597015, "f":0.6042944785 }, "nmod":{ "p":0.7838095238, "r":0.8221778222, "f":0.8025353486 }, "conj":{ "p":0.5307692308, "r":0.5433070866, "f":0.5369649805 }, "nummod":{ "p":0.9210526316, "r":0.8284023669, "f":0.8722741433 }, "amod":{ "p":0.8683729433, "r":0.8652094718, "f":0.8667883212 }, "acl":{ "p":0.6411764706, "r":0.6300578035, "f":0.6355685131 }, "mark":{ "p":0.9052132701, "r":0.8414096916, "f":0.8721461187 }, "xcomp":{ "p":0.8, "r":0.7947019868, "f":0.7973421927 }, "flat:name":{ "p":0.8482142857, "r":0.9047619048, "f":0.8755760369 }, "cop":{ "p":0.8571428571, "r":0.8, "f":0.8275862069 }, "advmod":{ "p":0.8338658147, "r":0.8181818182, "f":0.8259493671 }, "obl:arg":{ "p":0.6553398058, "r":0.6136363636, "f":0.6338028169 }, "appos":{ "p":0.417721519, "r":0.3975903614, "f":0.4074074074 }, "nsubj:pass":{ "p":0.7717391304, "r":0.8352941176, "f":0.802259887 }, "aux:pass":{ "p":0.9137931034, "r":0.9464285714, "f":0.9298245614 }, "acl:relcl":{ "p":0.5714285714, "r":0.6046511628, "f":0.5875706215 }, "advcl":{ "p":0.4929577465, "r":0.4487179487, "f":0.4697986577 }, "fixed":{ "p":0.691588785, "r":0.74, "f":0.7149758454 }, "dep":{ "p":0.2884615385, "r":0.5172413793, "f":0.3703703704 }, "expl:subj":{ "p":0.7058823529, "r":0.75, "f":0.7272727273 }, "expl:comp":{ "p":0.7428571429, "r":0.8666666667, "f":0.8 }, "expl:pass":{ "p":0.4, "r":0.2857142857, "f":0.3333333333 }, "obl:agent":{ "p":0.8205128205, "r":0.7619047619, "f":0.7901234568 }, "ccomp":{ "p":0.6603773585, "r":0.6862745098, "f":0.6730769231 }, "parataxis":{ "p":0.36, "r":0.3214285714, "f":0.3396226415 }, "iobj":{ "p":0.7, "r":0.56, "f":0.6222222222 }, "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":1.0, "r":0.625, "f":0.7692307692 }, "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":0.9312032981, "lemma_acc":0.9031031648, "ents_p":0.8121504727, "ents_r":0.8080541211, "ents_f":0.8100971185, "ents_per_type":{ "PER":{ "p":0.8685030449, "r":0.8787705094, "f":0.8736066099 }, "LOC":{ "p":0.8245838668, "r":0.835104158, "f":0.8298106698 }, "ORG":{ "p":0.7541699762, "r":0.7248091603, "f":0.7391981316 }, "MISC":{ "p":0.6852231509, "r":0.6334742674, "f":0.6583333333 } }, "speed":4222.2093213177 }, "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":[ ] }