ResearchBenchmarksUniversal Dependencies NLP Pipeline on Universal Dependencies English-EWT v2.5 (test)Follow99.01Token AccuracyStanza97.377297.801198.22598.6489Jan 9, 2021Evaluation ResultsMethodMethodLinksToken AccuracySentence AccuracyWord AccuracyUPOS AccuracyXPOS AccuracyUFeats AccuracyLemma AccuracyUASLASStanzaversion=v1.1.1version=v1.1.12021.0199.0181.1399.0195.495.1296.1197.2186.2283.59UDPipeversion=v1.2version=v1.22021.0198.977.498.993.2692.7594.2395.4580.2277.03Trankit2021.0198.4888.3598.4895.9595.7196.2696.8490.1487.96spaCyversion=v2.3version=v2.32021.0197.4463.1697.4486.9991.05—87.1655.3837.03