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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":0.894436306, "pos_acc":0.9499916272, "morph_acc":0.9499238501, "morph_per_feat":{ "Case":{ "p":0.9920144256, "r":0.98340143, "f":0.9876891511 }, "Number":{ "p":0.9978150036, "r":0.991316932, "f":0.9945553539 }, "Person":{ "p":0.9992217899, "r":0.9884526559, "f":0.9938080495 }, "PronType":{ "p":0.9970119522, "r":0.9601918465, "f":0.9782555583 }, "Polarity":{ "p":0.9976359338, "r":0.9547511312, "f":0.9757225434 }, "Aspect":{ "p":0.9223859145, "r":0.8854777509, "f":0.9035550862 }, "Mood":{ "p":0.9320318149, "r":0.8892721628, "f":0.9101500441 }, "Voice":{ "p":0.8279337653, "r":0.7936507937, "f":0.8104298802 }, "Deixis":{ "p":0.9877622378, "r":0.904, "f":0.9440267335 }, "NumType":{ "p":0.9941860465, "r":0.8825806452, "f":0.9350649351 }, "Abbr":{ "p":1.0, "r":0.1276595745, "f":0.2264150943 }, "Clusivity":{ "p":0.9931972789, "r":0.9733333333, "f":0.9831649832 }, "Polite":{ "p":1.0, "r":0.8571428571, "f":0.9230769231 }, "PartType":{ "p":1.0, "r":0.914893617, "f":0.9555555556 }, "Typo":{ "p":0.6111111111, "r":0.1896551724, "f":0.2894736842 }, "Degree":{ "p":1.0, "r":0.4722222222, "f":0.641509434 } }, "tag_acc":0.9051456724, "dep_uas":0.8372823056, "dep_las":0.7707678753, "dep_las_per_type":{ "mark":{ "p":0.8135026738, "r":0.8107928048, "f":0.8121454788 }, "nmod":{ "p":0.5642985612, "r":0.628442664, "f":0.5946458185 }, "advcl":{ "p":0.4873646209, "r":0.5895196507, "f":0.5335968379 }, "nsubj":{ "p":0.8088174701, "r":0.8216827124, "f":0.8151993355 }, "discourse":{ "p":0.7702702703, "r":0.7154811715, "f":0.7418655098 }, "advmod":{ "p":0.7870894677, "r":0.799156765, "f":0.7930772157 }, "root":{ "p":0.8453145058, "r":0.8436899423, "f":0.8445014428 }, "ccomp":{ "p":0.5278450363, "r":0.6022099448, "f":0.5625806452 }, "case":{ "p":0.9139042357, "r":0.8959602798, "f":0.9048433048 }, "det":{ "p":0.9507235041, "r":0.9250380518, "f":0.937704918 }, "obl":{ "p":0.6996268657, "r":0.6652868125, "f":0.682024856 }, "xcomp":{ "p":0.6858638743, "r":0.4470989761, "f":0.541322314 }, "acl:relcl":{ "p":0.6756756757, "r":0.6643356643, "f":0.6699576869 }, "obj:agent":{ "p":0.8032994924, "r":0.8296199214, "f":0.8162475822 }, "dislocated":{ "p":0.3375, "r":0.3214285714, "f":0.3292682927 }, "obj":{ "p":0.6641901932, "r":0.7667238422, "f":0.7117834395 }, "dep":{ "p":0.1096774194, "r":0.2394366197, "f":0.1504424779 }, "nummod":{ "p":0.8220140515, "r":0.8417266187, "f":0.8317535545 }, "nmod:poss":{ "p":0.8018769552, "r":0.7502439024, "f":0.7752016129 }, "acl":{ "p":0.0, "r":0.0, "f":0.0 }, "appos":{ "p":0.5395683453, "r":0.4261363636, "f":0.4761904762 }, "cc":{ "p":0.8701456311, "r":0.8415492958, "f":0.8556085919 }, "conj":{ "p":0.6385786802, "r":0.6649048626, "f":0.6514759192 }, "flat":{ "p":0.8390470657, "r":0.8519174041, "f":0.8454332553 }, "compound":{ "p":0.5, "r":0.2701754386, "f":0.3507972665 }, "parataxis":{ "p":0.3099415205, "r":0.3212121212, "f":0.3154761905 }, "amod":{ "p":0.72, "r":0.7138810198, "f":0.7169274538 }, "fixed":{ "p":0.7027027027, "r":0.7477876106, "f":0.7245444802 }, "compound:redup":{ "p":0.4489795918, "r":0.5641025641, "f":0.5 }, "list":{ "p":0.0967741935, "r":0.1764705882, "f":0.125 }, "vocative":{ "p":0.875, "r":0.5384615385, "f":0.6666666667 }, "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":0.9955271565, "sents_r":0.998078155, "sents_f":0.9968010237, "tok2vec_loss":44977.6638488506, "trainable_lemmatizer_loss":8350.2305583954, "morphologizer_loss":12051.2197685242, "tagger_loss":13097.6111488342, "parser_loss":33771.594617761 }, "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":[ ] }