Estonian BertForTokenClassification Cased model (from tartuNLP)

Description

Pretrained BertForTokenClassification model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP. EstBERT_Morph_128 is a Estonian model originally trained by tartuNLP.

Predicted Entities

Case=Nom|Number=Plur, Case=Nom|Degree=Pos|Hyph=Yes|Number=Sing, Case=Ela|Number=Sing|PronType=Tot, Abbr=Yes|Case=Par|Number=Plur, Mood=Imp|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ill|Degree=Pos|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Case=Abl|Number=Sing|NumType=Ord, Case=Ade|Number=Sing|PronType=Dem, Case=Ine|Number=Sing|PronType=Rel, Case=Add|Number=Plur|NumForm=Digit|NumType=Ord, Case=Ill|Number=Plur|PronType=Dem, Connegative=Yes|Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Gen|Degree=Pos|Number=Plur, Case=Ter|Number=Plur, Abbr=Yes|Case=Par|Number=Sing, Case=Com|Number=Sing|PronType=Ind, Case=Nom|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Pass, Case=All|Number=Plur|PronType=Int,Rel, Case=Ela|Number=Plur|PronType=Ind, Case=All|Degree=Sup|Number=Sing, Case=Nom|Hyph=Yes|Number=Sing, Case=Ine|Number=Plur|PronType=Ind, Case=Ine|Number=Plur|NumForm=Roman|NumType=Ord, Mood=Cnd|Polarity=Neg|VerbForm=Fin, Case=Gen|Number=Sing|PronType=Prs|Reflex=Yes, Case=Par|Degree=Pos|Number=Sing, Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Case=Tra|Number=Sing|PronType=Int,Rel, Case=All|Number=Plur|Poss=Yes|PronType=Prs, Case=Ade|Number=Plur, Case=Gen|Number=Sing, Mood=Imp|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act, Mood=Ind|Polarity=Neg|Tense=Past|VerbForm=Fin|Voice=Act, Case=Ill|Number=Sing|PronType=Dem, Case=Gen|Number=Plur|NumType=Card, Case=Ela|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Pass, Case=Gen|Hyph=Yes|Number=Plur, Case=Ine|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=Ade|Degree=Pos|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Case=Ine|Number=Plur|PronType=Int,Rel, Mood=Qot|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Gen|Number=Sing|NumForm=Letter|NumType=Card, Case=Ela|Number=Plur|PronType=Rel, Case=Par|Degree=Sup|Number=Sing, Case=Nom|Number=Sing|NumForm=Letter|NumType=Ord, Case=Com|Number=Sing|PronType=Dem|Reflex=Yes, Case=Gen|Degree=Pos|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Case=Ess|Degree=Pos|Number=Plur, Case=Gen|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=Ela|Degree=Cmp|Number=Sing, Case=Par|Degree=Pos|Number=Sing|VerbForm=Part|Voice=Act, Case=Gen|Number=Sing|PronType=Dem|Reflex=Yes, Mood=Cnd|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Ill|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Connegative=Yes|Mood=Ind|VerbForm=Fin, Case=Tra|Degree=Pos|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, Degree=Pos|Foreign=Yes, Case=Com|Number=Plur|Person=3|PronType=Prs, AdpType=Prep, Case=Nom|Degree=Pos|Number=Plur|Tense=Past|VerbForm=Part|Voice=Act, Mood=Imp|Number=Sing|Person=2|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Par|Degree=Pos|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Pass, Case=All|Number=Sing|NumForm=Letter|NumType=Ord, Mood=Imp|Number=Sing|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Par|Number=Sing|PronType=Int,Rel, Case=Ine|Number=Sing|NumForm=Digit|NumType=Card, Case=Gen|Number=Plur|NumForm=Digit|NumType=Card, VerbForm=Part, Case=Ela|Degree=Sup|Number=Plur, Case=Ess|Number=Sing|NumForm=Letter|NumType=Ord, Case=Nom|Number=Sing|NumType=Card, Case=Par|Number=Sing|PronType=Rcp|Reflex=Yes, Case=Par|Number=Sing|Tense=Past|VerbForm=Part|Voice=Act, Case=Ine|Degree=Pos|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Case=Ill|Number=Sing|PronType=Prs|Reflex=Yes, Case=Ela|Number=Sing|VerbForm=Part, Case=Gen|Hyph=Yes|Number=Sing, Case=Ade|Number=Plur|PronType=Tot, Case=Par|Number=Plur|Person=2|PronType=Prs, Connegative=Yes|Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Act, Case=Gen|Degree=Pos|Number=Plur|Tense=Past|VerbForm=Part|Voice=Act, Mood=Ind|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ade, Case=Gen|Number=Plur|PronType=Int,Rel, Case=Ine|Number=Sing|NumForm=Roman|NumType=Ord, Case=Gen|Number=Plur|Person=2|PronType=Prs, Case=Gen|Number=Sing|PronType=Rcp|Reflex=Yes, Case=Nom|Degree=Pos|Number=Sing|PronType=Dem, Case=All|Number=Sing|Tense=Past|VerbForm=Part|Voice=Act, Case=Nom|Hyph=Yes|Number=Sing|NumForm=Letter|NumType=Card, Case=Nom|Number=Sing|Person=3|PronType=Prs, Case=Nom|Degree=Pos|Number=Plur, Case=Ine|Degree=Sup|Number=Sing, PronType=Rel, Case=Abl|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=All|Number=Plur, Case=Com|Number=Plur|PronType=Int,Rel, Case=Tra|Number=Sing|Poss=Yes|PronType=Prs, Case=Par|Number=Plur|NumForm=Letter|NumType=Card, Case=Com|Number=Sing|PronType=Int,Rel, Polarity=Neg, Abbr=Yes|Case=Ess|Number=Plur, Case=Par|Degree=Cmp|Number=Plur|VerbForm=Part, Case=Ine|Number=Plur|Person=3|PronType=Prs, Case=Com|Number=Plur, Case=Abl|Number=Sing|Person=1|PronType=Prs, Case=Com|Number=Sing|PronType=Rcp|Reflex=Yes, Case=Gen|Number=Plur|Person=1|PronType=Prs, Case=Gen|Degree=Pos|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, Case=Tra|Number=Sing, Case=Gen|Number=Plur, Case=Ine|Number=Plur|NumForm=Letter|NumType=Ord, Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ade|Number=Plur|NumForm=Digit|NumType=Ord, Mood=Imp|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ela|Degree=Pos|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, Case=Ill|VerbForm=Sup|Voice=Act, Case=Abl|Degree=Pos|Number=Sing, Abbr=Yes|Case=Ade|Number=Plur, Case=Ill|Number=Sing|PronType=Tot, Case=Gen|Degree=Cmp|Number=Sing, Case=Abe|Degree=Pos|VerbForm=Sup|Voice=Act, Case=Tra|Degree=Cmp|Number=Sing, Case=Nom|Number=Plur|NumType=Ord, Case=Ine|Degree=Pos|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ade|Number=Sing|NumType=Card, Case=Add|Number=Sing|PronType=Dem, Case=Nom|Number=Sing|Person=2|PronType=Prs, Case=Ine|Number=Sing|NumType=Card, Degree=Pos, Case=Ine|Number=Sing|PronType=Int,Rel, Case=Ade|Number=Sing|PronType=Rcp|Reflex=Yes, Case=Com|Number=Sing|PronType=Rcp, Case=Ade|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, Case=All|Number=Sing|Person=2|PronType=Prs, Case=Ter|Number=Sing|PronType=Dem, Case=Ade|Hyph=Yes|Number=Sing|NumType=Card, Tense=Past|VerbForm=Part|Voice=Pass, Case=Abl|Number=Sing|NumForm=Digit|NumType=Card, Case=Tra|Number=Sing|NumForm=Letter|NumType=Ord, Case=Abl|Degree=Cmp|Number=Sing, Poss=Yes|PronType=Prs, VerbForm=Inf, Case=Ill|Number=Sing|Person=3|PronType=Prs, Case=Ess|Number=Sing|PronType=Int,Rel, Case=Ill|Number=Plur|Person=3|PronType=Prs, Case=Par|Number=Sing|Poss=Yes|PronType=Prs, Case=All|Number=Plur|PronType=Tot, Case=Ade|Number=Sing|PronType=Dem|Reflex=Yes, Case=Ade|Degree=Pos|Number=Plur, Case=Par|Number=Plur, Case=Nom|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Pass, Case=Par|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Pass, Case=Nom|Degree=Pos|Number=Sing|VerbForm=Part|Voice=Act, Case=Ess|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Mood=Cnd|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ill|Number=Sing|NumForm=Letter|NumType=Card, Case=Nom|Hyph=Yes|Number=Sing|NumType=Card, Case=Nom|Number=Sing|NumForm=Letter|PronType=Ind, Case=Abl|Number=Sing|Person=3|PronType=Prs, Case=Nom|Number=Plur|Person=1|PronType=Prs, Connegative=Yes|Mood=Cnd|Tense=Pres|VerbForm=Fin|Voice=Act, Mood=Cnd|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ess|Degree=Pos|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Case=Gen|Degree=Pos|Number=Sing, Case=Add|Number=Plur, PronType=Ind, Case=Gen|Number=Sing|NumType=Ord, Case=Gen|Degree=Pos|Number=Sing|VerbForm=Part|Voice=Act, Connegative=Yes|Mood=Cnd|Tense=Past|VerbForm=Fin|Voice=Act, Case=Par|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, Case=Ela|Number=Sing|Person=1|PronType=Prs, Abbr=Yes|Case=Abl|Number=Sing, Abbr=Yes|Case=Ela|Number=Plur, Case=Nom|Number=Plur|PronType=Prs|Reflex=Yes, Case=Ine|Number=Sing|PronType=Tot, Case=Ine|Number=Plur, Case=Ill|Degree=Sup|Number=Sing, Case=Ela|Number=Sing|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Com|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, PronType=Tot, Abbr=Yes|Case=Com|Number=Sing, Case=Par|Number=Sing|Person=1|PronType=Prs, Case=Ine|Number=Sing|Person=1|PronType=Prs, Case=Com|Number=Sing|PronType=Rel, Case=Par, Case=Abl|Number=Sing|PronType=Ind, Degree=Pos|Hyph=Yes, Abbr=Yes|Case=Nom|Number=Sing, AdpType=Prep|Case=Gen, Case=Ela|Number=Sing|NumForm=Letter|NumType=Ord, Case=Ela|Number=Plur|NumForm=Letter|NumType=Card, Case=Nom|Number=Sing|VerbForm=Part, Case=Gen|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Pass, Case=Ade|Number=Sing|NumForm=Roman|NumType=Ord, Case=Tra|Number=Plur|PronType=Ind, Case=Gen|Number=Sing|PronType=Rcp, Case=Ill|Number=Sing|PronType=Ind, Case=Ade|Number=Plur|PronType=Prs|Reflex=Yes, Mood=Ind|Polarity=Neg|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Ter|Number=Plur|NumType=Ord, Case=Ela|Number=Plur|PronType=Int,Rel, Case=All|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, Case=Tra|Number=Sing|Person=3|PronType=Prs, Case=Ill|Number=Plur|PronType=Int,Rel, Case=Abl|Number=Plur|PronType=Ind, Case=Tra|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Abbr=Yes|Case=Ela|Number=Sing, Case=Par|Number=Sing|PronType=Tot, Case=Gen|Degree=Cmp|Number=Plur, Case=Gen|Number=Plur|NumForm=Letter|NumType=Ord, Case=Ine|Number=Sing|PronType=Dem, Case=Par|Number=Plur|PronType=Ind, Case=Nom|Number=Sing|NumForm=Digit|NumType=Ord, Case=Tra|Number=Sing|NumForm=Letter|NumType=Card, AdpType=Prep|Hyph=Yes, Mood=Imp|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Ade|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=Ter|Number=Sing|NumForm=Digit|NumType=Card, Case=Gen|Number=Sing|NumForm=Digit|NumType=Card, Case=Ine|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=Add|Number=Sing|NumForm=Letter|NumType=Card, PronType=Int,Rel, Case=Ade|Number=Plur|Person=1|PronType=Prs, Case=Ela|Number=Plur|Person=3|PronType=Prs, Case=Abl|Number=Plur|PronType=Int,Rel, Case=Par|Number=Sing|PronType=Dem, Case=Tra|Number=Sing|PronType=Prs|Reflex=Yes, Case=Gen|Hyph=Yes|Number=Sing|NumForm=Letter|NumType=Card, Case=Par|Number=Sing|NumForm=Letter|NumType=Ord, Case=Nom|Number=Sing|PronType=Int,Rel, Case=Ess|Degree=Cmp|Number=Sing, Case=Tra|Number=Sing|Tense=Past|VerbForm=Part|Voice=Act, Case=Com|Number=Sing|Person=3|PronType=Prs, Case=Com|Number=Plur|PronType=Ind, Case=Ela|Number=Sing, Case=Com|Degree=Cmp|Number=Sing, Case=Ine|Number=Plur|PronType=Dem, Case=Tra|Degree=Pos|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Case=Gen|Number=Sing|NumForm=Digit|NumType=Ord, Case=Gen|Degree=Sup|Number=Sing, Case=Ade|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Pass, Case=Ter|Number=Plur|Person=2|PronType=Prs, Case=Tra|Degree=Cmp|Number=Plur, Abbr=Yes|Case=Ine|Number=Sing, Case=Ess|Degree=Pos|Number=Sing|Tense=Past|VerbForm=Part|Voice=Act, Case=Ter|Degree=Pos|Number=Plur, Case=Par|Number=Plur|PronType=Tot, Case=Ine|VerbForm=Sup|Voice=Act, Case=Tra|Number=Plur, Case=Ine|Number=Sing, Case=Ela|Number=Plur|PronType=Tot, Case=Ade|Number=Plur|PronType=Dem, Case=Ela|Number=Sing|NumType=Ord, Case=Ill|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Pass, Case=All|Number=Plur|PronType=Dem, Mood=Imp|Number=Plur|Person=2|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ter|Number=Sing|Person=3|PronType=Prs, Mood=Cnd|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ess|Number=Sing|PronType=Rel, Degree=Pos|VerbForm=Part|Voice=Act, Abbr=Yes, Case=Ade|Number=Plur|NumType=Ord, Case=All|Number=Sing|NumForm=Digit|NumType=Card, Case=Ter|Number=Sing|NumForm=Letter|NumType=Ord, Case=Gen|Number=Sing|PronType=Int,Rel, Case=Ela|Number=Sing|PronType=Dem, Case=Par|Number=Plur|NumType=Ord, Case=Ess|Number=Sing|NumType=Ord, Abbr=Yes|Case=Ter|Number=Sing, Case=Nom|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Mood=Qot|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ess|Number=Sing|PronType=Prs|Reflex=Yes, Case=Par|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=Tra|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Pass, Case=Par|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, Case=Ela|Number=Sing|PronType=Rcp, Abbr=Yes|Case=All|Number=Plur, Case=Abe|Degree=Pos|Tense=Pres|VerbForm=Sup|Voice=Act, Case=Nom|Number=Sing|PronType=Ind, Case=Gen|Number=Plur|Tense=Past|VerbForm=Part|Voice=Act, Case=Ela|Number=Plur|NumForm=Digit|NumType=Ord, Case=Ine|Number=Plur|PronType=Tot, Case=All|Number=Sing|PronType=Prs|Reflex=Yes, Mood=Qot|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ade|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, Case=All|Number=Plur|Person=2|PronType=Prs, Case=Gen|Degree=Sup|Number=Plur, Case=Ess|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=Gen|Number=Plur|NumForm=Letter|NumType=Card, Case=Nom|Degree=Cmp|Number=Plur|VerbForm=Part, Case=Nom|Number=Plur|Poss=Yes|PronType=Prs, Case=Abe|Number=Sing, Case=Ela|Number=Sing|NumForm=Letter|NumType=Card, Case=Ade|Number=Sing|Tense=Past|VerbForm=Part|Voice=Act, Case=Add|Degree=Pos|Number=Sing, Case=Tra|Number=Sing|NumForm=Digit|NumType=Ord, Case=Com|Number=Plur|PronType=Tot, Case=Tra|Degree=Pos|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, Case=Gen|Degree=Pos|Hyph=Yes|Number=Sing, Case=Com|Number=Sing|Person=1|PronType=Prs, Case=Gen|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Case=Ela|Degree=Pos|Number=Sing, Case=Gen|Number=Sing|NumForm=Letter|NumType=Ord, Case=Ill|Number=Sing, Case=Ade|Number=Sing, Case=Ill|Number=Sing|PronType=Int,Rel, Case=Ill|Number=Plur|NumForm=Letter|NumType=Card, Case=Ill|Number=Plur|Poss=Yes|PronType=Prs, Case=Nom|Degree=Sup|Number=Sing, Mood=Cnd|Tense=Past|VerbForm=Fin|Voice=Act, Mood=Ind|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Tra|Degree=Pos|Number=Sing|Tense=Past|VerbForm=Part|Voice=Act, Case=Ade|Number=Sing|Poss=Yes|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ela|Number=Plur|NumType=Ord, Case=Ter|Number=Sing|NumForm=Letter|NumType=Card, Case=Ine|Number=Sing|PronType=Ind, Case=Ter|Number=Sing|Person=1|PronType=Prs, Case=Ill|Degree=Cmp|Number=Sing, Case=Add|Number=Sing|PronType=Ind, Case=All|Degree=Pos|Number=Plur, Case=Ade|Number=Sing|PronType=Tot, Case=Gen|Number=Plur|NumForm=Digit|NumType=Ord, Abbr=Yes|Case=Tra|Number=Sing, Case=Nom|Number=Plur|Tense=Past|VerbForm=Part|Voice=Act, Case=All|Number=Sing|NumForm=Roman|NumType=Ord, Case=Com|Number=Sing|PronType=Dem, Case=Gen|Number=Sing|NumForm=Letter, Case=Par|Number=Sing|NumType=Ord, Case=Ill|Number=Sing|PronType=Dem|Reflex=Yes, Case=Ela|Number=Sing|NumForm=Digit|NumType=Card, Mood=Ind|VerbForm=Fin, Case=Ade|Number=Sing|Person=2|PronType=Prs, Case=Ade|Number=Plur|Person=2|PronType=Prs, Mood=Imp|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Par|Number=Sing|PronType=Prs|Reflex=Yes, Abbr=Yes|NumForm=Roman, Case=Ade|Number=Sing|PronType=Prs|Reflex=Yes, Case=Ade|Degree=Sup|Number=Sing, Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin, Case=Abe|Number=Sing|PronType=Dem, Case=Ine|Number=Sing|PronType=Prs|Reflex=Yes, Case=Ine|Number=Sing|NumForm=Letter|NumType=Ord, Mood=Ind|Number=Plur|Person=2|Tense=Past|VerbForm=Fin|Voice=Act, Case=Ade|Number=Sing|PronType=Ind, Case=Gen|Number=Sing|NumForm=Roman|NumType=Ord, Case=Gen|Number=Sing|VerbForm=Part, Case=Com|Number=Plur|Person=2|PronType=Prs, Case=Ade|Number=Plur|NumForm=Letter|NumType=Card, Case=Nom, Case=Par|Number=Sing|PronType=Rcp, Case=Ela|Degree=Pos|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Mood=Imp|Number=Sing|Tense=Pres|VerbForm=Fin|Voice=Act, Case=All|Number=Sing|PronType=Rel, Case=Ine|Number=Sing|Person=3|PronType=Prs, Case=All|Number=Plur|PronType=Ind, Case=Abl|Number=Sing|PronType=Tot, Foreign=Yes, Case=Gen|Number=Plur|PronType=Rel, Case=All|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Pass, Case=Nom|Degree=Cmp|Number=Plur, Case=Abl|Number=Sing|NumForm=Letter|NumType=Ord, Case=All|VerbForm=Sup|Voice=Act, Case=Gen|Degree=Pos|Number=Plur|VerbForm=Part|Voice=Act, Case=Nom|Number=Plur|NumForm=Letter, Case=Par|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Case=Nom|Degree=Pos|Number=Sing|NumType=Ord, Abbr=Yes|Case=Ade|Number=Sing, Mood=Ind|Number=Sing|Person=2|Tense=Past|VerbForm=Fin|Voice=Act, Mood=Cnd|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Ade|Number=Plur|Tense=Past|VerbForm=Part|Voice=Act, Case=Nom|Number=Plur|PronType=Rel, Case=Tra|Number=Plur|PronType=Dem, Case=Gen|Number=Sing|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Par|Degree=Cmp|Number=Plur, Case=Ess|Number=Sing|PronType=Ind, Case=Par|Number=Sing|PronType=Ind, Case=All|Number=Sing|PronType=Ind, Number=Plur|PronType=Dem, Case=Com|Degree=Pos|Number=Sing, Case=Nom|Degree=Pos|Number=Sing|Tense=Past|VerbForm=Part|Voice=Act, Case=All|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=Abl|Degree=Pos|Number=Plur, Case=Par|Number=Plur|Poss=Yes|PronType=Prs, Case=Par|Number=Sing|PronType=Dem|Reflex=Yes, Case=Ela|Number=Sing|NumForm=Roman|NumType=Ord, Case=Ela|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, Case=Ill|Degree=Pos|Number=Plur, Case=Add|Number=Sing|PronType=Int,Rel, Case=All|Number=Sing|PronType=Dem, Case=Ade|Degree=Sup|Number=Plur, Case=Tra|Degree=Pos|Hyph=Yes|Number=Plur, Case=Abl|Number=Sing|NumForm=Digit|NumType=Ord, Case=Par|Number=Plur|PronType=Dem, Case=Nom|Number=Plur|NumForm=Digit|NumType=Card, Case=Ine|Number=Sing|NumForm=Letter|NumType=Card, Mood=Qot|Tense=Past|VerbForm=Fin|Voice=Act, Case=Par|Number=Sing|NumForm=Letter, Case=Ine|Number=Sing|NumType=Ord, Case=Com|Number=Sing|NumForm=Letter|NumType=Card, Case=Gen|Number=Sing|Person=1|PronType=Prs, Case=Nom|Number=Sing|NumType=Ord, NumForm=Digit|NumType=Ord, Connegative=Yes|Mood=Imp|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ess|Number=Sing|PronType=Dem, Case=Tra|Degree=Pos|Number=Sing, Connegative=Yes|Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Gen|Number=Plur|Person=3|PronType=Prs, Case=Tra|Degree=Sup|Number=Plur, Case=Ine|Number=Sing|Poss=Yes|PronType=Prs, Case=Nom|Degree=Sup|Number=Plur, Case=Ill|Degree=Pos|Number=Sing|VerbForm=Part|Voice=Act, Case=Par|Hyph=Yes|Number=Sing, Case=Gen|Number=Plur|NumType=Ord, Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin|Voice=Act, Case=Par|Number=Sing|NumType=Card, Case=Ade|Number=Sing|NumType=Ord, Case=Nom|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Degree=Pos|Number=Sing, Case=All|Number=Plur|Tense=Past|VerbForm=Part|Voice=Act, Case=Nom|Number=Plur|NumForm=Letter|NumType=Ord, Case=Ill|Degree=Cmp|Number=Plur, Case=Add|Number=Sing|NumForm=Digit|NumType=Ord, Connegative=Yes|Mood=Imp|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Nom|Degree=Pos|Number=Sing, _, Case=Nom|Number=Sing|Poss=Yes|PronType=Prs, Case=Ela|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Case=Ade|Degree=Pos|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, Case=Par|Number=Plur|PronType=Rel, Abbr=Yes|Case=Nom|Number=Plur, Case=Ess|Number=Sing, Case=Com|Number=Sing|PronType=Tot, Case=Par|Number=Sing, Case=Nom|Number=Sing|PronType=Dem, Case=Ade|Number=Sing|PronType=Rel, Case=Ess|Number=Sing|NumForm=Letter|NumType=Card, Connegative=Yes|Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ela|Number=Plur|NumForm=Letter|NumType=Ord, Case=Gen|Degree=Pos|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, Case=Par|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=Par|Number=Sing|NumForm=Letter|NumType=Card, Case=Nom|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=Nom|Degree=Pos|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, Case=Abl|Number=Plur|PronType=Tot, Case=Ade|Number=Plur|NumForm=Letter|NumType=Ord, Case=All|Number=Plur|PronType=Rel, Case=Ade|Degree=Cmp|Number=Sing, Case=All|Number=Plur|Person=1|PronType=Prs, Case=Ter|Number=Plur|Person=1|PronType=Prs, Case=All|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, Case=Ela|Degree=Pos|Number=Plur, Case=All|Number=Plur|Person=3|PronType=Prs, Abbr=Yes|Case=Add|Number=Sing, Case=Ela|VerbForm=Sup|Voice=Act, Case=Gen|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, Case=Nom|Number=Plur|NumForm=Digit|NumType=Ord, Case=All|Degree=Cmp|Number=Sing, Mood=Cnd|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ess|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, Case=Nom|Number=Sing|PronType=Prs|Reflex=Yes, Case=Ela|Number=Plur|Person=2|PronType=Prs, Case=Par|Number=Plur|Person=3|PronType=Prs, Case=Ine|Number=Plur|NumForm=Letter|NumType=Card, Case=Ela|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, Case=Tra|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, Case=Nom|Number=Sing, Case=Nom|Number=Plur|PronType=Int,Rel, Case=All|Degree=Cmp|Number=Plur, Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ter|Number=Sing|PronType=Int,Rel, Case=Ter|Number=Plur|NumForm=Letter|NumType=Ord, Case=Ine|Number=Plur|NumType=Ord, Case=Abe|Number=Sing|Person=2|PronType=Prs, Case=Add|Number=Sing|NumType=Card, Case=Gen|Number=Plur|PronType=Prs|Reflex=Yes, Case=Tra|Number=Plur|PronType=Int,Rel, Case=Ine|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, Case=Gen|Number=Sing|Person=2|PronType=Prs, Case=Par|Number=Plur|Person=1|PronType=Prs, Case=Nom|Number=Sing|PronType=Tot, Case=Ade|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=Ine|Number=Plur|Person=1|PronType=Prs, Case=All|Number=Sing, Case=Ela|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=Com|Number=Sing|Poss=Yes|PronType=Prs, Case=Com|Number=Sing|NumForm=Digit|NumType=Card, Case=Par|Number=Sing|NumForm=Digit|NumType=Ord, Case=Abe|VerbForm=Sup|Voice=Act, Case=All|Number=Plur|NumForm=Letter|NumType=Ord, Mood=Imp|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act, Case=All|Degree=Pos|Number=Sing|VerbForm=Part|Voice=Act, Case=Gen|Number=Sing|PronType=Dem, Case=Par|Hyph=Yes|Number=Plur, Case=Ess|Number=Plur|PronType=Prs|Reflex=Yes, Case=Ine|Degree=Sup|Number=Plur, Case=Ela|Number=Sing|Poss=Yes|PronType=Prs, Case=Ela|Number=Sing|PronType=Rel, Case=All|Number=Sing|PronType=Int,Rel, PronType=Dem, Case=Ill|Number=Sing|PronType=Rel, Case=Abl|Number=Plur|Person=3|PronType=Prs, Case=Abe|Number=Sing|PronType=Int,Rel, NumType=Ord, Case=Par|Number=Sing|Person=3|PronType=Prs, Case=Nom|Degree=Pos|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Pass, Case=Ela|Number=Plur|Tense=Past|VerbForm=Part|Voice=Act, Case=Com|Number=Plur|Person=1|PronType=Prs, Case=Gen|Number=Plur|PronType=Tot, Case=Com|Number=Sing|PronType=Prs|Reflex=Yes, Case=All|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Abbr=Yes|Case=Gen, Degree=Pos|Tense=Past|VerbForm=Part|Voice=Pass, Case=Gen|Degree=Pos|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Pass, Case=Abl|Degree=Cmp|Number=Plur, Case=Ess|Degree=Pos|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, Case=Tra|VerbForm=Sup|Voice=Act, Case=Gen|Number=Sing|Tense=Past|VerbForm=Part|Voice=Act, Case=Tra|Number=Sing|PronType=Tot, Case=Nom|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, Case=All|Degree=Pos|Number=Sing, Case=Abl|Degree=Pos|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Case=Ine|Number=Plur|PronType=Prs|Reflex=Yes, Case=Ela|Number=Plur|PronType=Dem, Case=Abl|Number=Sing|PronType=Dem, Case=Par|Number=Sing|VerbForm=Part, Case=Abl|Number=Sing|NumForm=Letter|NumType=Card, Case=Ine|Number=Sing|NumForm=Digit|NumType=Ord, Case=Par|Number=Sing|PronType=Rel, Case=All|Number=Sing|Poss=Yes|PronType=Prs, VerbForm=Part|Voice=Act, Hyph=Yes, Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Act, Case=Gen|Number=Plur|PronType=Dem, Case=Ine|Number=Sing|Tense=Past|VerbForm=Part|Voice=Act, Case=Nom|Number=Plur|NumForm=Roman|NumType=Ord, Case=Gen|Hyph=Yes|Number=Sing|NumType=Card, Case=Abl|Number=Plur, Case=Ela|Number=Sing|PronType=Rcp|Reflex=Yes, Tense=Pres|VerbForm=Part|Voice=Act, Connegative=Yes|Mood=Cnd|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Com|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=Par|Number=Sing|NumForm=Digit|NumType=Card, Case=Com|Number=Plur|NumType=Ord, Case=Com|Number=Plur|Poss=Yes|PronType=Prs, Case=Nom|Number=Sing|Tense=Past|VerbForm=Part|Voice=Act, Abbr=Yes|Case=Ill|Number=Sing, Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Pass, Hyph=Yes|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Connegative=Yes|Mood=Qot|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ela|Number=Sing|NumType=Card, Case=Add|Number=Sing|NumForm=Letter|NumType=Ord, Case=Par|Number=Plur|Tense=Past|VerbForm=Part|Voice=Act, Case=Ade|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Connegative=Yes, Case=Com|Number=Sing, Case=Gen|Number=Sing|Person=3|PronType=Prs, Case=Gen|Number=Sing|NumForm=Letter|NumType=Card|PronType=Ind, Case=Par|Number=Sing|Person=2|PronType=Prs, Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Nom|Number=Plur|PronType=Tot, Case=Com|Degree=Pos|Number=Plur, Case=All|Degree=Pos|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, Case=All|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=Nom|Number=Plur|Person=3|PronType=Prs, Case=All|Number=Plur|NumForm=Letter|NumType=Card, Case=Nom|Number=Plur|NumType=Card, Case=Ade|Number=Sing|NumForm=Letter|NumType=Ord, Case=Nom|Number=Sing|PronType=Int, Case=Ess|Number=Plur|Tense=Past|VerbForm=Part|Voice=Act, Case=Ela|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Hyph=Yes|PronType=Tot, Case=Add|Number=Sing|NumForm=Roman|NumType=Ord, Case=Ade|Number=Sing|Poss=Yes|PronType=Prs, Number=Sing|Person=3|PronType=Prs, Case=Abl|Number=Plur|Person=1|PronType=Prs, Case=Ade|Degree=Pos|Number=Sing, Case=Nom|Number=Plur|VerbForm=Part, Mood=Imp|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Gen|Number=Sing|NumType=Card, Case=Gen|Number=Sing|NumType=Card|PronType=Ind, Case=Par|Number=Plur|NumForm=Digit|NumType=Ord, Case=Tra|Degree=Pos|Number=Plur, Case=Ade|Number=Sing|NumForm=Digit|NumType=Ord, Degree=Pos|Tense=Past|VerbForm=Part|Voice=Act, Case=Abl|Number=Sing|Poss=Yes|PronType=Prs, Case=All|Number=Plur|NumType=Ord, Case=Ade|Number=Plur|PronType=Ind, AdpType=Post, Tense=Pres|VerbForm=Part|Voice=Pass, Case=Ade|Number=Sing|NumForm=Letter|NumType=Card, Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Case=All|Number=Sing|NumForm=Digit|NumType=Ord, Case=All|Number=Sing|PronType=Rcp|Reflex=Yes, Case=Gen|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Case=Ine|Number=Sing|PronType=Rcp|Reflex=Yes, Case=Nom|Degree=Pos|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, Case=Par|Degree=Pos|Number=Plur, Case=Com|Number=Sing|Person=2|PronType=Prs, Case=Ill|Number=Plur|PronType=Ind, Case=Ess|Degree=Cmp|Number=Plur, Case=Ade|Number=Sing|Person=1|PronType=Prs, Case=Par|Degree=Pos|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Abbr=Yes|Mood=Imp|VerbForm=Fin, Case=Ill|Number=Plur|PronType=Tot, Case=Tra|Degree=Sup|Number=Sing, Case=Abl|Number=Sing, Case=All|Number=Sing|NumForm=Letter|NumType=Card, Abbr=Yes|Case=Gen|Number=Sing, Case=Nom|Degree=Cmp|Number=Sing, Case=Nom|Number=Sing|NumForm=Roman|NumType=Ord, Case=Ine|Degree=Cmp|Number=Sing, Connegative=Yes|Mood=Imp|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act, Case=All|Degree=Pos|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Case=Abl|Number=Sing|PronType=Int,Rel, Case=Abe|Number=Sing|Person=1|PronType=Prs, Case=Nom|Number=Plur|PronType=Ind, Case=Ine|Degree=Pos|Number=Sing, Case=Gen|Number=Sing|PronType=Ind, Case=All|Number=Sing|Person=1|PronType=Prs, Case=Com|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act, Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ela|Number=Sing|Tense=Past|VerbForm=Part|Voice=Act, NumType=Card, Case=Ela|Degree=Sup|Number=Sing, Case=Ter|Number=Sing|PronType=Tot, Case=Ela|Degree=Cmp|Number=Plur, Number=Sing, Case=Gen|Number=Sing|PronType=Tot, Case=Ela|Number=Plur, Abbr=Yes|Case=All|Number=Sing, Mood=Imp|Number=Plur|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Nom|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, Mood=Ind|Tense=Pres|VerbForm=Fin, NumForm=Digit|NumType=Card, Abbr=Yes|NumForm=Letter|NumType=Card, Abbr=Yes|Case=Gen|Number=Plur, Case=Ter|Number=Plur|PronType=Ind, Abbr=Yes|Case=Ess|Number=Sing, Case=Nom|Degree=Pos|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act, Mood=Cnd|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Nom|Number=Sing|Person=1|PronType=Prs, Case=Tra|Number=Sing|NumForm=Digit|NumType=Card, Case=Abl|Number=Sing|PronType=Prs|Reflex=Yes, Case=All|Number=Sing|PronType=Dem|Reflex=Yes, Case=Gen|Number=Plur|NumForm=Roman|NumType=Ord, Case=Nom|Number=Sing|NumForm=Digit|NumType=Card, Case=Gen|Number=Plur|Poss=Yes|PronType=Prs, Case=Abe|Number=Plur, Case=Nom|NumForm=Roman|NumType=Ord, Mood=Imp|Number=Plur|Person=1|Polarity=Neg|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ade|Degree=Cmp|Number=Plur, Case=Gen|Number=Sing|PronType=Rel, Case=Add|Number=Sing, Case=Ine|Degree=Pos|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Pass, Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act, Case=All|Number=Sing|PronType=Rcp, Case=Nom|Number=Sing|NumForm=Letter|NumType=Card, Case=All|Number=Plur|PronType=Prs|Reflex=Yes, Case=Par|Degree=Cmp|Number=Sing, Case=Par|Degree=Pos|Number=Plur|VerbForm=Part|Voice=Act, Case=Abl|Number=Plur|PronType=Dem, Tense=Past|VerbForm=Part|Voice=Act, Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Par|Number=Plur|NumForm=Letter|NumType=Ord, Case=Nom|Number=Plur|PronType=Int, Abbr=Yes|Hyph=Yes, Case=Nom|Degree=Cmp|Number=Sing|VerbForm=Part, Case=Tra|Number=Sing|PronType=Dem, Case=Ine|Degree=Pos|Number=Plur, Case=Ill|Degree=Pos|Number=Sing, Case=Ade|Number=Plur|NumForm=Digit|NumType=Card, Case=Tra|Number=Plur|Person=3|PronType=Prs, Case=Par|Degree=Sup|Number=Plur, Case=All|Number=Sing|PronType=Tot, Case=Ade|Number=Sing|Person=3|PronType=Prs, Case=Gen|Number=Plur|PronType=Ind, Case=Tra|Number=Sing|PronType=Ind, Case=Ela|Number=Sing|Person=3|PronType=Prs, Case=Ela|Number=Sing|PronType=Int,Rel, NumForm=Roman|NumType=Ord, Case=Ade|Number=Plur|PronType=Rel, Case=Ine|Degree=Cmp|Number=Plur, Case=Add|Number=Sing|NumForm=Digit|NumType=Card, Case=Gen|Number=Sing|Poss=Yes|PronType=Prs|Reflex=Yes, Case=Gen|Hyph=Yes|Number=Sing|NumForm=Digit|NumType=Card, Case=Com|Number=Plur|PronType=Dem, Connegative=Yes|Mood=Imp|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Ter|Degree=Pos|Number=Sing, Abbr=Yes|Case=Ine|Number=Plur, Case=Ade|Number=Sing|NumForm=Digit|NumType=Card, Connegative=Yes|Mood=Imp|Number=Sing|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Tra|Number=Sing|NumType=Ord, Mood=Cnd|Number=Sing|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Case=Ela|Number=Plur|Person=1|PronType=Prs, Case=Ela|Number=Sing|PronType=Ind, Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin|Voice=Act, Case=Ade|Number=Sing|NumForm=Letter|PronType=Dem, Case=Tra|Number=Sing|PronType=Rel, Case=Add|Hyph=Yes|Number=Sing, Case=Ela|Number=Sing|NumForm=Digit|NumType=Ord, Case=Nom|Number=Plur|NumForm=Letter|NumType=Card, Case=Ade|Number=Sing|PronType=Int,Rel, Case=Ade|Number=Plur|PronType=Int,Rel, Case=Nom|Number=Sing|PronType=Rel, Case=Ela|Number=Sing|Person=2|PronType=Prs, Case=Nom|Number=Plur|Person=2|PronType=Prs, Case=Ess|Number=Sing|Tense=Past|VerbForm=Part|Voice=Act, Case=All|Number=Sing|Person=3|PronType=Prs, Case=Abl|Number=Sing|Person=2|PronType=Prs, Case=Ine|Degree=Pos|Number=Sing|VerbForm=Part|Voice=Act, Case=Gen|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, Mood=Ind|Polarity=Neg|VerbForm=Fin, Hyph=Yes|NumType=Card, Case=Ade|Number=Plur|Person=3|PronType=Prs, Case=Par|Degree=Pos|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, Case=Ess|Degree=Pos|Number=Sing, VerbForm=Conv, Case=Ill|Number=Plur, Mood=Cnd|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Nom|Number=Plur|PronType=Dem, Case=Ess|Number=Plur, Case=Ine|Number=Plur|NumForm=Digit|NumType=Ord, Case=Par|Number=Plur|PronType=Int,Rel, Case=Ter|Number=Sing, Case=Par|Degree=Pos|Number=Sing|Tense=Past|VerbForm=Part|Voice=Act, VerbForm=Sup|Voice=Pass

Live Demo Open in Colab Download Copy S3 URI

How to use

documentAssembler = DocumentAssembler() \
    .setInputCol("text") \
    .setOutputCol("document")

tokenizer = Tokenizer() \
    .setInputCols("document") \
    .setOutputCol("token")

tokenClassifier = BertForTokenClassification.pretrained("bert_token_classifier_est_morph_128","et") \
    .setInputCols(["document", "token"]) \
    .setOutputCol("ner")

pipeline = Pipeline(stages=[documentAssembler, tokenizer, tokenClassifier])

data = spark.createDataFrame([["PUT YOUR STRING HERE"]]).toDF("text")

result = pipeline.fit(data).transform(data)

val documentAssembler = new DocumentAssembler()
    .setInputCol("text")
    .setOutputCol("document")

val tokenizer = new Tokenizer()
    .setInputCols("document")
    .setOutputCol("token")

val tokenClassifier = BertForTokenClassification.pretrained("bert_token_classifier_est_morph_128","et")
    .setInputCols(Array("document", "token"))
    .setOutputCol("ner")

val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenizer, tokenClassifier))

val data = Seq("PUT YOUR STRING HERE").toDS.toDF("text")

val result = pipeline.fit(data).transform(data)

Model Information

References

• https://huggingface.co/tartuNLP/EstBERT_Morph_128