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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=Imp|Mood=Ind|Voice=Pass", "VERB__Aspect=Imp|Mood=Pot", "VERB__Aspect=Imp|Mood=Pot|Number=Plur|Voice=Pass", "VERB__Aspect=Imp|Mood=Pot|Typo=Yes|Voice=Act", "VERB__Aspect=Imp|Mood=Pot|Typo=Yes|Voice=Lfoc", "VERB__Aspect=Imp|Mood=Pot|Typo=Yes|Voice=Pass", "VERB__Aspect=Imp|Mood=Pot|Voice=Act", "VERB__Aspect=Imp|Mood=Pot|Voice=Bfoc", "VERB__Aspect=Imp|Mood=Pot|Voice=Cau", "VERB__Aspect=Imp|Mood=Pot|Voice=Lfoc", "VERB__Aspect=Imp|Mood=Pot|Voice=Pass", "VERB__Aspect=Perf|Mood=Ind", "VERB__Aspect=Perf|Mood=Ind|NumType=Ord|Voice=Act", "VERB__Aspect=Perf|Mood=Ind|Number=Plur|Voice=Act", "VERB__Aspect=Perf|Mood=Ind|Typo=Yes|Voice=Act", "VERB__Aspect=Perf|Mood=Ind|Typo=Yes|Voice=Bfoc", "VERB__Aspect=Perf|Mood=Ind|Typo=Yes|Voice=Pass", "VERB__Aspect=Perf|Mood=Ind|Voice=Act", "VERB__Aspect=Perf|Mood=Ind|Voice=Bfoc", "VERB__Aspect=Perf|Mood=Ind|Voice=Cau", "VERB__Aspect=Perf|Mood=Ind|Voice=Lfoc", "VERB__Aspect=Perf|Mood=Ind|Voice=Pass", "VERB__Aspect=Perf|Mood=Pot|Typo=Yes|Voice=Pass", "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":[ "tok2vec", "trainable_lemmatizer", "morphologizer", "tagger", "parser" ], "components":[ "tok2vec", "trainable_lemmatizer", "morphologizer", "tagger", "parser" ], "disabled":[ ], "performance":{ "lemma_acc":0.898907308, "pos_acc":0.9518314405, "morph_acc":0.9545440697, "morph_per_feat":{ "Case":{ "p":0.9926678672, "r":0.9853166496, "f":0.988978598 }, "Number":{ "p":0.9974536195, "r":0.992040521, "f":0.9947397061 }, "Person":{ "p":0.9992217899, "r":0.9884526559, "f":0.9938080495 }, "PronType":{ "p":0.9995037221, "r":0.9659472422, "f":0.9824390244 }, "Polarity":{ "p":1.0, "r":0.9660633484, "f":0.9827387802 }, "Aspect":{ "p":0.9392324094, "r":0.9116936875, "f":0.9252581831 }, "Mood":{ "p":0.9398576512, "r":0.9110037944, "f":0.9252058154 }, "Voice":{ "p":0.8395588758, "r":0.8143547274, "f":0.8267647574 }, "Deixis":{ "p":0.9948006932, "r":0.9184, "f":0.9550748752 }, "NumType":{ "p":0.9927536232, "r":0.8838709677, "f":0.9351535836 }, "Abbr":{ "p":0.8571428571, "r":0.0425531915, "f":0.0810810811 }, "Clusivity":{ "p":1.0, "r":0.9733333333, "f":0.9864864865 }, "Polite":{ "p":1.0, "r":0.9642857143, "f":0.9818181818 }, "PartType":{ "p":1.0, "r":0.7659574468, "f":0.8674698795 }, "Typo":{ "p":0.7142857143, "r":0.0862068966, "f":0.1538461538 }, "Degree":{ "p":1.0, "r":0.6388888889, "f":0.7796610169 } }, "tag_acc":0.9104595639, "dep_uas":0.839771627, "dep_las":0.7760871373, "dep_las_per_type":{ "mark":{ "p":0.8208446866, "r":0.8027981346, "f":0.8117211182 }, "nmod":{ "p":0.5465066438, "r":0.6384576865, "f":0.5889145497 }, "advcl":{ "p":0.4832985386, "r":0.5054585153, "f":0.4941302028 }, "nsubj":{ "p":0.8073984721, "r":0.8405190456, "f":0.8236259229 }, "discourse":{ "p":0.7569892473, "r":0.7364016736, "f":0.7465535525 }, "advmod":{ "p":0.7834558824, "r":0.8167880414, "f":0.799774817 }, "root":{ "p":0.8453145058, "r":0.8436899423, "f":0.8445014428 }, "ccomp":{ "p":0.5522041763, "r":0.6574585635, "f":0.6002522068 }, "case":{ "p":0.9079782412, "r":0.9040848567, "f":0.9060273663 }, "det":{ "p":0.9539242483, "r":0.9296042618, "f":0.9416072461 }, "obl":{ "p":0.7297979798, "r":0.6836191603, "f":0.7059541985 }, "xcomp":{ "p":0.6976744186, "r":0.5119453925, "f":0.5905511811 }, "acl:relcl":{ "p":0.6835443038, "r":0.6797202797, "f":0.6816269285 }, "obj:agent":{ "p":0.836970475, "r":0.8545216252, "f":0.8456549935 }, "flat":{ "p":0.8298355077, "r":0.8631268437, "f":0.8461538462 }, "nummod":{ "p":0.8575129534, "r":0.793764988, "f":0.8244084682 }, "nmod:poss":{ "p":0.8207343413, "r":0.7414634146, "f":0.7790876474 }, "acl":{ "p":1.0, "r":0.0196078431, "f":0.0384615385 }, "appos":{ "p":0.485, "r":0.5511363636, "f":0.5159574468 }, "cc":{ "p":0.8564650059, "r":0.8474178404, "f":0.8519174041 }, "conj":{ "p":0.661909989, "r":0.6374207188, "f":0.6494345719 }, "parataxis":{ "p":0.2302839117, "r":0.4424242424, "f":0.3029045643 }, "amod":{ "p":0.727532097, "r":0.7223796034, "f":0.7249466951 }, "fixed":{ "p":0.7904040404, "r":0.6924778761, "f":0.7382075472 }, "obj":{ "p":0.7373417722, "r":0.7993138937, "f":0.7670781893 }, "dislocated":{ "p":0.4032258065, "r":0.2976190476, "f":0.3424657534 }, "compound":{ "p":0.4942528736, "r":0.150877193, "f":0.2311827957 }, "dep":{ "p":0.2098765432, "r":0.2394366197, "f":0.2236842105 }, "compound:redup":{ "p":0.487804878, "r":0.5128205128, "f":0.5 }, "list":{ "p":0.1818181818, "r":0.2352941176, "f":0.2051282051 }, "vocative":{ "p":0.4166666667, "r":0.3846153846, "f":0.4 }, "orphan":{ "p":0.0, "r":0.0, "f":0.0 }, "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 } }, "sents_p":0.9980769231, "sents_r":0.99743754, "sents_f":0.9977571291, "tok2vec_loss":38199.4758845474, "trainable_lemmatizer_loss":12417.8014602661, "morphologizer_loss":16823.8190917969, "tagger_loss":18369.9941864014, "parser_loss":45870.9664939977 }, "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":[ ] }