{ "lang":"en", "name":"core_web_sm", "version":"3.7.1", "description":"English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler, lemmatizer.", "author":"Explosion", "email":"contact@explosion.ai", "url":"https://explosion.ai", "license":"MIT", "spacy_version":">=3.7.2,<3.8.0", "spacy_git_version":"bd2c17e20", "vectors":{ "width":0, "vectors":0, "keys":0, "name":null }, "labels":{ "tok2vec":[ ], "tagger":[ "$", "''", ",", "-LRB-", "-RRB-", ".", ":", "ADD", "AFX", "CC", "CD", "DT", "EX", "FW", "HYPH", "IN", "JJ", "JJR", "JJS", "LS", "MD", "NFP", "NN", "NNP", "NNPS", "NNS", "PDT", "POS", "PRP", "PRP$", "RB", "RBR", "RBS", "RP", "SYM", "TO", "UH", "VB", "VBD", "VBG", "VBN", "VBP", "VBZ", "WDT", "WP", "WP$", "WRB", "XX", "_SP", "``" ], "parser":[ "ROOT", "acl", "acomp", "advcl", "advmod", "agent", "amod", "appos", "attr", "aux", "auxpass", "case", "cc", "ccomp", "compound", "conj", "csubj", "csubjpass", "dative", "dep", "det", "dobj", "expl", "intj", "mark", "meta", "neg", "nmod", "npadvmod", "nsubj", "nsubjpass", "nummod", "oprd", "parataxis", "pcomp", "pobj", "poss", "preconj", "predet", "prep", "prt", "punct", "quantmod", "relcl", "xcomp" ], "attribute_ruler":[ ], "lemmatizer":[ ], "ner":[ "CARDINAL", "DATE", "EVENT", "FAC", "GPE", "LANGUAGE", "LAW", "LOC", "MONEY", "NORP", "ORDINAL", "ORG", "PERCENT", "PERSON", "PRODUCT", "QUANTITY", "TIME", "WORK_OF_ART" ] }, "pipeline":[ "tok2vec", "tagger", "parser", "attribute_ruler", "lemmatizer", "ner" ], "components":[ "tok2vec", "tagger", "parser", "senter", "attribute_ruler", "lemmatizer", "ner" ], "disabled":[ "senter" ], "performance":{ "token_acc":0.9986194413, "token_p":0.9956819193, "token_r":0.9957659295, "token_f":0.9957239226, "tag_acc":0.97246532, "sents_p":0.9201877934, "sents_r":0.8921432812, "sents_f":0.9059485531, "dep_uas":0.9175304332, "dep_las":0.89874821, "dep_las_per_type":{ "prep":{ "p":0.853521338, "r":0.8635932461, "f":0.8585277532 }, "det":{ "p":0.9763930156, "r":0.9781048683, "f":0.9772481923 }, "pobj":{ "p":0.9613764045, "r":0.967681131, "f":0.9645184649 }, "nsubj":{ "p":0.9565737052, "r":0.9467250821, "f":0.9516239128 }, "aux":{ "p":0.9815061794, "r":0.9827294578, "f":0.9821174377 }, "advmod":{ "p":0.8548033091, "r":0.8519266364, "f":0.8533625485 }, "relcl":{ "p":0.7571736011, "r":0.7659651669, "f":0.7615440115 }, "root":{ "p":0.9195942266, "r":0.8910218352, "f":0.9050825879 }, "xcomp":{ "p":0.8836222144, "r":0.8966259871, "f":0.8900766079 }, "amod":{ "p":0.9174389766, "r":0.9107223842, "f":0.9140683422 }, "compound":{ "p":0.9126489559, "r":0.9298284696, "f":0.9211586207 }, "poss":{ "p":0.9739583333, "r":0.9786634461, "f":0.9763052209 }, "ccomp":{ "p":0.7671207315, "r":0.8372708758, "f":0.8006621872 }, "attr":{ "p":0.899837794, "r":0.93313709, "f":0.9161849711 }, "case":{ "p":0.9787549407, "r":0.9914914915, "f":0.9850820487 }, "mark":{ "p":0.9068783069, "r":0.9083200848, "f":0.9075986232 }, "intj":{ "p":0.6717131474, "r":0.6175824176, "f":0.6435114504 }, "advcl":{ "p":0.6633986928, "r":0.6645681189, "f":0.6639828909 }, "cc":{ "p":0.8323511726, "r":0.8277717976, "f":0.8300551691 }, "neg":{ "p":0.9466865969, "r":0.9533366784, "f":0.95 }, "conj":{ "p":0.7567333828, "r":0.7710221551, "f":0.763810949 }, "nsubjpass":{ "p":0.9182939363, "r":0.9164102564, "f":0.9173511294 }, "auxpass":{ "p":0.9501335708, "r":0.9722095672, "f":0.9610448097 }, "dobj":{ "p":0.9229805886, "r":0.9396764682, "f":0.9312537019 }, "nummod":{ "p":0.9379292801, "r":0.9310606061, "f":0.9344823216 }, "npadvmod":{ "p":0.7629658087, "r":0.7055062167, "f":0.7331118494 }, "prt":{ "p":0.8118323747, "r":0.8853046595, "f":0.8469781397 }, "pcomp":{ "p":0.8835714286, "r":0.8662464986, "f":0.8748231966 }, "expl":{ "p":0.9851380042, "r":0.9935760171, "f":0.9893390192 }, "acl":{ "p":0.742010459, "r":0.6966721222, "f":0.7186268993 }, "agent":{ "p":0.9034482759, "r":0.9390681004, "f":0.920913884 }, "dative":{ "p":0.8, "r":0.6972477064, "f":0.7450980392 }, "acomp":{ "p":0.9020594966, "r":0.893877551, "f":0.8979498861 }, "dep":{ "p":0.4147286822, "r":0.1737012987, "f":0.2448512586 }, "csubj":{ "p":0.6983240223, "r":0.7396449704, "f":0.7183908046 }, "quantmod":{ "p":0.8727436823, "r":0.7855402112, "f":0.8268490808 }, "nmod":{ "p":0.7498033045, "r":0.5807434491, "f":0.654532967 }, "appos":{ "p":0.7048498845, "r":0.6620390456, "f":0.6827740492 }, "predet":{ "p":0.8299595142, "r":0.8798283262, "f":0.8541666667 }, "preconj":{ "p":0.5544554455, "r":0.6511627907, "f":0.5989304813 }, "oprd":{ "p":0.8013245033, "r":0.7223880597, "f":0.759811617 }, "parataxis":{ "p":0.6428571429, "r":0.4880694143, "f":0.5548705302 }, "meta":{ "p":0.3770491803, "r":0.4423076923, "f":0.407079646 }, "csubjpass":{ "p":0.5555555556, "r":0.8333333333, "f":0.6666666667 } }, "ents_p":0.8454836771, "ents_r":0.8456530449, "ents_f":0.8455683525, "ents_per_type":{ "DATE":{ "p":0.8603213844, "r":0.8838095238, "f":0.8719072972 }, "GPE":{ "p":0.9146932953, "r":0.8942817294, "f":0.9043723554 }, "ORG":{ "p":0.7955942623, "r":0.8234358431, "f":0.8092756644 }, "CARDINAL":{ "p":0.8149171271, "r":0.8769322235, "f":0.8447880871 }, "PERSON":{ "p":0.8617758186, "r":0.8932767624, "f":0.8772435897 }, "NORP":{ "p":0.8957006369, "r":0.9, "f":0.8978451716 }, "ORDINAL":{ "p":0.7844827586, "r":0.847826087, "f":0.8149253731 }, "QUANTITY":{ "p":0.8529411765, "r":0.6373626374, "f":0.7295597484 }, "LOC":{ "p":0.7210884354, "r":0.6751592357, "f":0.6973684211 }, "FAC":{ "p":0.358490566, "r":0.2923076923, "f":0.3220338983 }, "TIME":{ "p":0.7413793103, "r":0.7543859649, "f":0.747826087 }, "PRODUCT":{ "p":0.5591397849, "r":0.2464454976, "f":0.3421052632 }, "WORK_OF_ART":{ "p":0.4885496183, "r":0.3298969072, "f":0.3938461538 }, "EVENT":{ "p":0.6428571429, "r":0.3103448276, "f":0.4186046512 }, "MONEY":{ "p":0.9071428571, "r":0.8996458087, "f":0.9033787789 }, "LAW":{ "p":0.5454545455, "r":0.46875, "f":0.5042016807 }, "PERCENT":{ "p":0.9184, "r":0.8790199081, "f":0.8982785603 }, "LANGUAGE":{ "p":0.8, "r":0.625, "f":0.701754386 } }, "speed":7920.0598120459 }, "sources":[ { "name":"OntoNotes 5", "url":"https://catalog.ldc.upenn.edu/LDC2013T19", "license":"commercial (licensed by Explosion)", "author":"Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston" }, { "name":"ClearNLP Constituent-to-Dependency Conversion", "url":"https://github.com/clir/clearnlp-guidelines/blob/master/md/components/dependency_conversion.md", "license":"Citation provided for reference, no code packaged with model", "author":"Emory University" }, { "name":"WordNet 3.0", "url":"https://wordnet.princeton.edu/", "author":"Princeton University", "license":"WordNet 3.0 License" } ], "requirements":[ ] }