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Dependency Parsing on Universal Dependencies 1.2 (test)

79.3UAS (de)monolingual
70.04472.44774.8577.253Feb 4, 2016Apr 21, 2016Jul 8, 2016Sep 24, 2016Dec 11, 2016Feb 27, 2017May 16, 2017

Evaluation results

MethodLinks
monolingualTraining Protocol=monolingually-trained, Architecture=S-LSTM parser2016.0279.385.983.781.788.785.783.584—————————————
MALOPA + fine-grained POSToken Representation=coarse POS + lexical + language ID + fine-grained POS2016.0278.985.484.382.48986.284.584.3—————————————
MALOPA + language IDToken Representation=coarse POS + lexical + language ID2016.0278.684.283.482.489.184.282.683.5—————————————
MALOPA + lexicalToken Representation=coarse POS + lexical embeddings2016.0276.78282.781.287.682.181.281.9—————————————
jPTDP2017.0575.88282.48086.479.3—79.67983.975.873.281.57587.375.779.266.884.982.581.7
Stack-prop2017.0574.280.780.78085.880.4—78.97784.373.870.178.574.588.974.177.573.684.779.281.8
RBGParser2017.0573.579.979.678.984.781.3—77.675.883.673.96878.565.487.774.277.672.483.975.480.7
PipelinePtag2017.057379.379.578.584.279.5—76.673.783.672637866.987.873.575.470.383.673.479.4
B'152017.0572.477.978.577.484.179.9—76.675.683.169.667.574.773.285.972.373.169.582.47880.1
UDPipe2017.0571.880.279.777.885.781.3—78.57684.774.869.779.776.387.573.977.171.384.579.480.2
MALOPAToken Representation=coarse POS embeddings2016.0270.469.372.471.17874.165.471.5—————————————