{ "lang":"fr", "name":"core_news_sm", "version":"3.8.0", "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":">=3.8.0,<3.9.0", "spacy_git_version":"5010fcbd3", "vectors":{ "width":0, "vectors":0, "keys":0, "name":null, "mode":"default" }, "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", "POS=SPACE", "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" ], "attribute_ruler":[ ], "lemmatizer":[ ], "ner":[ "ARR", "DEP", "LOC", "MISC", "ORG", "PER", "TEMP", "TRANSPORT", "VIA" ] }, "pipeline":[ "tok2vec", "morphologizer", "parser", "attribute_ruler", "lemmatizer", "ner" ], "components":[ "tok2vec", "morphologizer", "parser", "senter", "attribute_ruler", "lemmatizer", "ner" ], "disabled":[ "senter" ], "performance":{ "sents_p":0.8848920863, "sents_r":0.895631068, "sents_f":0.8902291918, "tag_acc":0.9336837224, "ents_p":0.8165865046, "ents_r":0.8121572395, "ents_f":0.8143658495, "ents_per_type":{ "LOC":{ "p":0.0, "r":0.0, "f":0.0 }, "PER":{ "p":0.0, "r":0.0, "f":0.0 }, "ORG":{ "p":0.0, "r":0.0, "f":0.0 }, "MISC":{ "p":0.0, "r":0.0, "f":0.0 } }, "speed":4299.4529582547, "token_acc":0.997952498, "token_p":0.9844389844, "token_r":0.9896058454, "token_f":0.9870156531, "pos_acc":0.9623331787, "morph_acc":0.9519196083, "morph_micro_p":0.978972683, "morph_micro_r":0.9672231022, "morph_micro_f":0.9730624253, "morph_per_feat":{ "Definite":{ "p":0.9810357403, "r":0.9817518248, "f":0.981393652 }, "Number":{ "p":0.990685544, "r":0.9790132548, "f":0.9848148148 }, "PronType":{ "p":0.9935773924, "r":0.9897632758, "f":0.9916666667 }, "Gender":{ "p":0.9718054837, "r":0.9601328904, "f":0.9659339247 }, "Mood":{ "p":0.9597806216, "r":0.9325044405, "f":0.9459459459 }, "Person":{ "p":0.9818181818, "r":0.9509433962, "f":0.9661341853 }, "Tense":{ "p":0.9490114464, "r":0.9315628192, "f":0.9402061856 }, "VerbForm":{ "p":0.9663016007, "r":0.9495033113, "f":0.95782881 }, "NumType":{ "p":0.9825174825, "r":0.9590443686, "f":0.9706390328 }, "Reflex":{ "p":1.0, "r":1.0, "f":1.0 }, "Voice":{ "p":0.8803418803, "r":0.9196428571, "f":0.8995633188 }, "Poss":{ "p":1.0, "r":1.0, "f":1.0 }, "Polarity":{ "p":0.976744186, "r":0.9882352941, "f":0.9824561404 } }, "dep_uas":0.8804121324, "dep_las":0.8361784619, "dep_las_per_type":{ "det":{ "p":0.9754901961, "r":0.9636803874, "f":0.9695493301 }, "nsubj":{ "p":0.8381642512, "r":0.8361445783, "f":0.8371531966 }, "aux:tense":{ "p":0.9349593496, "r":0.92, "f":0.9274193548 }, "root":{ "p":0.84375, "r":0.8519417476, "f":0.847826087 }, "obj":{ "p":0.8102409639, "r":0.7982195846, "f":0.8041853513 }, "cc":{ "p":0.8944954128, "r":0.8986175115, "f":0.8965517241 }, "case":{ "p":0.9571619813, "r":0.9741144414, "f":0.9655638082 }, "obl:mod":{ "p":0.6375404531, "r":0.5880597015, "f":0.6118012422 }, "nmod":{ "p":0.7817497648, "r":0.8301698302, "f":0.8052325581 }, "conj":{ "p":0.564516129, "r":0.5511811024, "f":0.5577689243 }, "nummod":{ "p":0.8875, "r":0.8402366864, "f":0.8632218845 }, "amod":{ "p":0.8821362799, "r":0.8724954463, "f":0.8772893773 }, "acl":{ "p":0.6440677966, "r":0.6589595376, "f":0.6514285714 }, "mark":{ "p":0.8733031674, "r":0.8502202643, "f":0.8616071429 }, "xcomp":{ "p":0.8111888112, "r":0.7682119205, "f":0.7891156463 }, "flat:name":{ "p":0.8703703704, "r":0.8952380952, "f":0.882629108 }, "cop":{ "p":0.8279569892, "r":0.8555555556, "f":0.8415300546 }, "advmod":{ "p":0.8279220779, "r":0.7993730408, "f":0.8133971292 }, "obl:arg":{ "p":0.6682464455, "r":0.6409090909, "f":0.6542923434 }, "appos":{ "p":0.4875, "r":0.4698795181, "f":0.4785276074 }, "nsubj:pass":{ "p":0.8554216867, "r":0.8352941176, "f":0.8452380952 }, "aux:pass":{ "p":0.9380530973, "r":0.9464285714, "f":0.9422222222 }, "acl:relcl":{ "p":0.5730337079, "r":0.5930232558, "f":0.5828571429 }, "advcl":{ "p":0.4494382022, "r":0.5128205128, "f":0.4790419162 }, "fixed":{ "p":0.8823529412, "r":0.75, "f":0.8108108108 }, "dep":{ "p":0.2549019608, "r":0.4482758621, "f":0.325 }, "expl:subj":{ "p":0.7058823529, "r":0.75, "f":0.7272727273 }, "expl:comp":{ "p":0.6666666667, "r":0.8666666667, "f":0.7536231884 }, "expl:pass":{ "p":0.3333333333, "r":0.1428571429, "f":0.2 }, "ccomp":{ "p":0.7111111111, "r":0.6274509804, "f":0.6666666667 }, "obl:agent":{ "p":0.8571428571, "r":0.8571428571, "f":0.8571428571 }, "parataxis":{ "p":0.5263157895, "r":0.3571428571, "f":0.4255319149 }, "iobj":{ "p":0.6666666667, "r":0.64, "f":0.6530612245 }, "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 } }, "lemma_acc":0.9076243321 }, "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":[ ] }