It depends on your ultimate goal.
If the goal is parsing,, , , , .., , , , POS. - ndash; , , ; , . , . , ( ) , . , : , POS; ( , ) . , POS , , , .
, , , , , . , :
, , :
: , , , , , ? , , , , . TBL (, Brill) , (, TreeTagger); , (HMM) "Hidden-Markov-Model" (HMM) (CRF) ( Simple Tagger Mallet) ( ) taggers (, SENNA).
: ? TreeTagger , . , ( ), , (, Brill-tagger ).
: Mallet Stanford Java, TreeTagger C ( , Python Java, -down (& ddagger;)), SENNA C , ANNIE Java GATE .. , , . NLTK (Python) , Python; , . .
: , . , - . , TreeTagger SENNA , , NLTK . . , POS . ( , NLP, ).
, , , , : , , - . POS : Rule/TBL- (Brill), HMM/CRF (Mallet), (Stanford), (TreeTagger), (SENNA). , , , .
: POS-, , , , ( ). , , , , , . , , POS .
(& ddagger;) Java, Python- , ( 1 ): Python 2, , , Tree Tagger . : , Tree Tagger, , , .