[PDF] Top 20 Transition based Dependency DAG Parsing Using Dynamic Oracles
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Transition based Dependency DAG Parsing Using Dynamic Oracles
... ent transition-based algorithms for DAG parsing which eliminate the single-head constraint of tra- ditional algorithms and allows multi-head depen- dency relations to represent more ... See full document
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Transition Based Dependency Parsing with Heuristic Backtracking
... An intuitive understanding of this difference can be gained by viewing the graphs of various decoding methods in Figure 1. Beam search has many nodes which never yield children that reach an end-state; dynamic ... See full document
6
Bidirectional Transition-Based Dependency Parsing
... memory based learning (Attardi 2006), multi- class averaged perceptron (Attardi et ...train dependency parsers (Stenetorp 2013; Chen and Manning 2014; Dyer et ...each parsing configura- tion, but ... See full document
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Don’t Stop Me Now! Using Global Dynamic Oracles to Correct Training Biases of Transition Based Dependency Parsers
... generally using hand- crafted heuristics. The sentence is then parsed using conventional beam decoding and an update happens as soon as this pre-computed gold deriva- tion falls off the beam, while the rest ... See full document
6
Transition Based Parsing for Deep Dependency Structures
... surface dependency structures, and the majority of existing approaches are limited to producing only tree-shaped ...a DAG parser that is able to handle projective directed dependency graphs, and that ... See full document
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Greedy Transition Based Dependency Parsing with Stack LSTMs
... best transition to take at each parsing step, assuming all previous transitions were ...wrong parsing decisions, together with the optimal transitions to take in these ...The dynamic ... See full document
37
Global Transition based Non projective Dependency Parsing
... a transition-based interpre- tation, allowing us to use transition-based scor- ing functions and to implement the analogous al- gorithm with greedy or beam search apart from exact ...No ... See full document
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Non Deterministic Oracles for Unrestricted Non Projective Transition Based Dependency Parsing
... Training transition-based dependency parsers re- lies on an oracle – a function that, given a parser configuration and a gold dependency tree, returns the correct ...given dependency ... See full document
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A Dynamic Oracle for Arc Eager Dependency Parsing
... for transition-based dependency parsing has shown that parsing accuracy can be improved considerably if models are trained to perform beam search instead of greedy one-best search, and ... See full document
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Policy Gradient as a Proxy for Dynamic Oracles in Constituency Parsing
... criminative transition-based parsers, other work on constituency parsing achieves better perfor- mance through other ...sequential transition-based parsers we investigate, at the cost ... See full document
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A Tabular Method for Dynamic Oracles in Transition Based Parsing
... the dynamic oracles is also beneficial: despite the arguable complexity of our proposed oracles, the trends are consistent with those reported by Gold- berg and Nivre (2012; ...the dynamic ... See full document
12
A Transition Based Dependency Parser Using a Dynamic Parsing Strategy
... in parsing, predating empirical ...discourse parsing, where right spines are usually called right frontiers; see for instance Subba and Di Eugenio ...of transition-based dependency ... See full document
10
Neural Greedy Constituent Parsing with Dynamic Oracles
... is based on a product grammar and a discriminative reranker, together with morphological features and word clusters learned on unannotated ...CRF based on CKY decoding algorithm, with word embeddings pre- ... See full document
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Universal Dependency Parsing with a General Transition Based DAG Parser
... basic dependency is repeated in the en- hanced graph ( 3:nsubj:pass in the example), we do not treat it as an enhanced dependency, so that the converted graph will only contain each edge ... See full document
10
Getting the Most out of Transition based Dependency Parsing
... improving transition-based, non-projective dependency ...a transition to an exist- ing non-projective parsing algorithm, so it can perform either projective or non-projective ... See full document
6
A Bayesian Model for Generative Transition based Dependency Parsing
... for transition-based de- pendency parsing with high ...algorithm based on particle filtering that can adapt the beam size to the uncertainty in the model while jointly predicting POS tags and ... See full document
10
Dependency Parsing Based on Dynamic Local Optimization
... representing dependency relations. The assumption that the arcs are independent on each other often is made so that parsing can be handled easily. On the other side the independence assumption will result ... See full document
5
Tree Stack LSTM in Transition Based Dependency Parsing
... in transition based dependency parsing ...for dependency parsing. All of our work is done in transition based dependency parsing, which sacrifices ... See full document
9
Association Metrics in Neural Transition Based Dependency Parsing
... neural transition-based dependency parser of De Kok and Hinrichs (2016) serves as the baseline for the ...pseudo-projective parsing (Nivre and Nilsson, 2005) and was trained on the shuffled ... See full document
9
Viable Dependency Parsing as Sequence Labeling
... a transition-based algorithm that uses a stack data structure instead of plain sequence la- beling without explicit representation of structure, and (2) the best hyperparameters used by G´omez- Rodr´ıguez ... See full document
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