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Generalized Transition based Dependency Parsing via Control Parameters

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Figure 1: A partially processed dependency treeafter having just added the arcange, while tokens in the unordered buffer (example, an) inthe arc-standard, arc-eager, and easy-first systems.Tokens in the operative token set Oare shaded or- Uarein an unshaded box.The bolded tokens are inACTIVEO( ) and eligible for arcs (Section 3.4).
Figure 3:Labeled/unlabeled attachment scoreswith respect to the active capacity K.
Table 2:Experiments with non-projective easy-first and bounded capacity easy-first with Dthearc-distance, Kthe active token capacity (∞ = alltokens of a sentence), UAS and LAS are the un-labeled and labeled accuracy scores, CUR is therecall of crossing edges and NPS shows the per-centage of sentences covered in the training setwhere 100% means all non-projective (and projec-tive) sentences in the training can be parsed andare included in training.

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