Papers › Bidirectional Transition-Based Dependency Parsing

Bidirectional Transition-Based Dependency Parsing

17 Jul 2019AAAI 2019 7archive 2025-07-28

Yunzhe Yuan, Yong Jiang, Kewei Tu

Transition-based dependency parsing is a fast and effective approach for dependency parsing. Traditionally, a transitionbased dependency parser processes an input sentence and predicts a sequence of parsing actions in a left-to-right manner. During this process, an early prediction error may negatively impact the prediction of subsequent actions. In this paper, we propose a simple framework for bidirectional transitionbased parsing. During training, we learn a left-to-right parser and a right-to-left parser separately. To parse a sentence, we perform joint decoding with the two parsers. We propose three joint decoding algorithms that are based on joint scoring, dual decomposition, and dynamic oracle respectively. Empirical results show that our methods lead to competitive parsing accuracy and our method based on dynamic oracle consistently achieves the best performance.

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Dependency ParsingSentenceTransition-Based Dependency Parsing

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