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...Sta nz a python natural language processing toolkit for manyhumanlanguages pengqi yuhaozhang yuhuizhang jason bolton christopher d manning stanford university ca yuhuiz edu jebolton abstract hello bonjour hallo tokenization sentence split en fr zh de tokenize weintroduce an open source hola ar ko es ru multi word token expansion support mwt xin chao ja nl vi hi ing human languages compared to ex lemmatization multilingual lemma isting widely used toolkits features raw text agnostic fully neural pipeline pos morphological tagging analysis including words native objects dependency parsing part of depparse head deprel speech and feature named entity recognition pendency recogni ner tion we have trained on total datasets the universal depen processors document dencies treebanks other cor figure overview s nlp pora show that same architec takes as input produces ture generalizes well achieves competitive annotations accessible be performanceonalllanguagestested addition sides this also ally...