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"PUNCT__Case=Loc", "SCONJ", "SCONJ_ADP", "SCONJ_ADV", "SCONJ_ADV__Aspect=Imp|Case=Loc|Mood=Pot|PronType=Int|Voice=Pass", "SCONJ_ADV__Polarity=Neg", "SCONJ_ADV__Typo=Yes", "SCONJ_CCONJ", "SCONJ_CCONJ__Degree=Abs", "SCONJ_PART", "SCONJ_PART__Case=Gen|Deixis=Remt|PronType=Dem", "SCONJ_PART__Case=Loc|PronType=Int", "SCONJ_PART__Deixis=Remt|PronType=Dem", "SCONJ__Aspect=Imp|Mood=Ind|Voice=Act", "SCONJ__Aspect=Imp|Mood=Pot|Voice=Act", "SCONJ__Aspect=Imp|Mood=Pot|Voice=Pass", "SCONJ__Aspect=Perf|Mood=Ind|Voice=Pass", "SCONJ__Case=Gen", "SCONJ__Case=Gen|Deixis=Remt|PronType=Dem", "SCONJ__Case=Gen|Typo=Yes", "SCONJ__Case=Loc|Deixis=Prox|PronType=Dem", "SCONJ__Case=Loc|PronType=Int", "SCONJ__Case=Nom", "SCONJ__Degree=Abs", "SCONJ__PronType=Int", "SCONJ__Typo=Yes", "SYM", "VERB", "VERB_ADP__Aspect=Perf|Case=Gen|Mood=Ind|Typo=Yes|Voice=Cau", "VERB_ADP__Aspect=Perf|Case=Gen|Mood=Ind|Voice=Pass", "VERB_ADP__Case=Gen", "VERB_ADV__Aspect=Perf|Mood=Ind|Voice=Act", "VERB_ADV__Aspect=Perf|Mood=Ind|Voice=Pass", "VERB_CCONJ", "VERB_CCONJ__Aspect=Imp|Mood=Pot|Voice=Act", "VERB_DET", "VERB_DET__Case=Nom", "VERB_DET__Polarity=Neg", "VERB_PART", "VERB_PART_NOUN", "VERB_PART_NOUN__Aspect=Imp|Mood=Ind|Voice=Cau", "VERB_PART_VERB", "VERB_PART_VERB__Polarity=Neg", "VERB_PART__Aspect=Imp|Mood=Ind|Typo=Yes|Voice=Act", "VERB_PART__Aspect=Imp|Mood=Ind|Voice=Act", "VERB_PART__Aspect=Imp|Mood=Ind|Voice=Bfoc", "VERB_PART__Aspect=Imp|Mood=Ind|Voice=Cau", "VERB_PART__Aspect=Imp|Mood=Ind|Voice=Lfoc", "VERB_PART__Aspect=Imp|Mood=Ind|Voice=Pass", "VERB_PART__Aspect=Imp|Mood=Pot|Typo=Yes|Voice=Lfoc", "VERB_PART__Aspect=Imp|Mood=Pot|Typo=Yes|Voice=Pass", "VERB_PART__Aspect=Imp|Mood=Pot|Voice=Act", "VERB_PART__Aspect=Imp|Mood=Pot|Voice=Cau", "VERB_PART__Aspect=Imp|Mood=Pot|Voice=Lfoc", "VERB_PART__Aspect=Imp|Mood=Pot|Voice=Pass", "VERB_PART__Aspect=Perf|Mood=Ind|Voice=Act", "VERB_PART__Aspect=Perf|Mood=Ind|Voice=Bfoc", "VERB_PART__Aspect=Perf|Mood=Ind|Voice=Cau", 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"VERB__Aspect=Perf|Mood=Pot|Voice=Act", "VERB__Aspect=Perf|Mood=Pot|Voice=Bfoc", "VERB__Aspect=Perf|Mood=Pot|Voice=Cau", "VERB__Aspect=Perf|Mood=Pot|Voice=Lfoc", "VERB__Aspect=Perf|Mood=Pot|Voice=Pass", "VERB__Case=Gen|Number=Sing", "VERB__Case=Loc", "VERB__Case=Loc|Deixis=Remt|PronType=Dem", "VERB__Case=Loc|PronType=Int", "VERB__Case=Nom|Clusivity=In|Number=Plur|Person=1|PronType=Prs", "VERB__Case=Nom|Deixis=Med|PronType=Dem", "VERB__Case=Nom|Deixis=Prox|PronType=Dem", "VERB__Case=Nom|Number=Sing|Person=2|PronType=Prs", "VERB__Degree=Abs", "VERB__Degree=Cmp", "VERB__Degree=Sup", "VERB__Deixis=Med|PronType=Dem", "VERB__Deixis=Prox|PronType=Dem", "VERB__Deixis=Remt|PronType=Dem", "VERB__NumType=Card", "VERB__NumType=Ord", "VERB__Number=Plur", "VERB__Polarity=Neg", "VERB__Polarity=Neg|Typo=Yes", "VERB__PronType=Int", "VERB__Typo=Yes", "X", "X__Aspect=Perf|Mood=Ind", "X__Aspect=Perf|Mood=Ind|Voice=Act", "fixed__Case=Loc", "nsubj_PART__Case=Nom|Number=Sing|Person=3|PronType=Prs" ], "parser":[ "ROOT", "acl", "acl:relcl", "advcl", "advmod", "amod", "appos", "case", "cc", "ccomp", "compound", "compound:redup", "conj", "dep", "det", "discourse", "dislocated", "fixed", "flat", "goeswith", "list", "mark", "nmod", "nmod:poss", "nsubj", "nummod", "obj", "obj:agent", "obl", "orphan", "parataxis", "punct", "vocative", "xcomp" ] }, "pipeline":[ "transformer", "trainable_lemmatizer", "morphologizer", "tagger", "parser" ], "components":[ "transformer", "trainable_lemmatizer", "morphologizer", "tagger", "parser" ], "disabled":[ ], "performance":{ "lemma_acc":0.9039375729, "pos_acc":0.9575761269, "morph_acc":0.9569472818, "morph_per_feat":{ "Case":{ "p":0.9939268639, "r":0.982124617, "f":0.9879904952 }, "Number":{ "p":0.9981758482, "r":0.989869754, "f":0.9940054496 }, "Person":{ "p":1.0, "r":0.9907621247, "f":0.9953596288 }, "PronType":{ "p":0.9990044798, "r":0.9625899281, "f":0.9804592086 }, "Polarity":{ "p":1.0, "r":0.9570135747, "f":0.9780346821 }, "Aspect":{ "p":0.9559393726, "r":0.9354949983, "f":0.9456066946 }, "Mood":{ "p":0.946403385, "r":0.9258364953, "f":0.9360069747 }, "Voice":{ "p":0.845800988, "r":0.8271221532, "f":0.8363572924 }, "Deixis":{ "p":0.9877192982, "r":0.9008, "f":0.9422594142 }, "NumType":{ "p":0.9956395349, "r":0.8838709677, "f":0.9364319891 }, "Abbr":{ "p":1.0, "r":0.0992907801, "f":0.1806451613 }, "Clusivity":{ "p":1.0, "r":0.98, "f":0.9898989899 }, "Typo":{ "p":0.8076923077, "r":0.3620689655, "f":0.5 }, "Polite":{ "p":1.0, "r":0.9642857143, "f":0.9818181818 }, "PartType":{ "p":1.0, "r":0.8510638298, "f":0.9195402299 }, "Degree":{ "p":1.0, "r":0.6388888889, "f":0.7796610169 } }, "tag_acc":0.9170079627, "dep_uas":0.86956667, "dep_las":0.8126062465, "dep_las_per_type":{ "mark":{ "p":0.8540540541, "r":0.8421052632, "f":0.8480375713 }, "nmod":{ "p":0.6389442231, "r":0.6424636955, "f":0.6406991261 }, "advcl":{ "p":0.6121794872, "r":0.6255458515, "f":0.6187904968 }, "nsubj":{ "p":0.8539187526, "r":0.8710757639, "f":0.8624119354 }, "discourse":{ "p":0.8418803419, "r":0.8242677824, "f":0.8329809725 }, "advmod":{ "p":0.8077634011, "r":0.8374856267, "f":0.8223560406 }, "root":{ "p":0.8632911392, "r":0.8737988469, "f":0.8685132124 }, "ccomp":{ "p":0.6218274112, "r":0.6767955801, "f":0.6481481481 }, "case":{ "p":0.9255047575, "r":0.9000225683, "f":0.9125858124 }, "det":{ "p":0.9577960141, "r":0.9326484018, "f":0.9450549451 }, "obl":{ "p":0.7459490741, "r":0.7622708457, "f":0.7540216438 }, "amod":{ "p":0.7432065217, "r":0.7747875354, "f":0.758668516 }, "xcomp":{ "p":0.6821428571, "r":0.6518771331, "f":0.6666666667 }, "acl:relcl":{ "p":0.7330567082, "r":0.7412587413, "f":0.7371349096 }, "obj:agent":{ "p":0.8873239437, "r":0.9082568807, "f":0.8976683938 }, "nmod:poss":{ "p":0.8393782383, "r":0.7902439024, "f":0.8140703518 }, "nummod":{ "p":0.8946015424, "r":0.8345323741, "f":0.8635235732 }, "acl":{ "p":0.3, "r":0.0588235294, "f":0.0983606557 }, "appos":{ "p":0.6363636364, "r":0.6363636364, "f":0.6363636364 }, "cc":{ "p":0.8913043478, "r":0.8661971831, "f":0.8785714286 }, "conj":{ "p":0.7510416667, "r":0.7621564482, "f":0.7565582371 }, "flat":{ "p":0.8387824126, "r":0.8778761062, "f":0.8578841165 }, "fixed":{ "p":0.7587006961, "r":0.7234513274, "f":0.7406568516 }, "obj":{ "p":0.8234295416, "r":0.8319039451, "f":0.8276450512 }, "parataxis":{ "p":0.3253968254, "r":0.496969697, "f":0.3932853717 }, "dislocated":{ "p":0.4390243902, "r":0.4285714286, "f":0.4337349398 }, "compound":{ "p":0.5465116279, "r":0.3298245614, "f":0.4113785558 }, "dep":{ "p":0.2272727273, "r":0.2816901408, "f":0.251572327 }, "compound:redup":{ "p":0.5384615385, "r":0.5384615385, "f":0.5384615385 }, "list":{ "p":0.24, "r":0.3529411765, "f":0.2857142857 }, "vocative":{ "p":0.8333333333, "r":0.7692307692, "f":0.8 }, "reparandum":{ "p":0.0, "r":0.0, "f":0.0 }, "expl":{ "p":0.0, "r":0.0, "f":0.0 }, "goeswith":{ "p":0.0, "r":0.0, "f":0.0 }, "orphan":{ "p":0.0, "r":0.0, "f":0.0 } }, "sents_p":0.9715729627, "sents_r":0.9852658552, "sents_f":0.9783715013, "transformer_loss":10200.7223000669, "trainable_lemmatizer_loss":1972.3957465372, "morphologizer_loss":1229.8241101541, "tagger_loss":1400.3203985451, "parser_loss":2732.7762811153 }, "parent_package":"spacy", "sources":[ { "name":"UD_Tagalog-NewsCrawl", "license":"CC BY NC", "author":"Angelina A. Aquino and Lester James V. Miranda and Elsie Marie T. Or", "url":"https://huggingface.co/datasets/UD-Filipino/UD_Tagalog-NewsCrawl" } ], "requirements":[ "spacy-transformers>=1.3.5,<1.4.0" ] }