IraPS / PoS

README

Taggers used:

1. Mystem
2. TreeTagger
3. Marmot
4. Hunpos

Ruscorpora PoS markup was taken as a golden standard

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Training set

len = 17000 words, good_answers = 0.70 (answers like data : [X,X,X,X] -> label : [X], where X is a PoS tag)

Test set

len = 499 words, good_answers = 0.69 (answers like data : [X,X,X,X] -> label : [X], where X is a PoS tag)

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--SVC--

models/mymodel_SVC.pkl

accuracy = 0.9879

--DecisionTreeClassifier--

models/mymodel_DT.pkl

accuracy = 0.9859

--GaussianNB--

models/mymodel_NB.pkl

accuracy = 0.9418

--NER--

models/NER

accuracy = 0.9299