[PDF] Top 20 Multilingual Dependency Parsing using Bayes Point Machines
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Multilingual Dependency Parsing using Bayes Point Machines
... the dependency parsing results for one language to the results for another language is therefore difficult, although we do at- tempt in the discussion below to provide some basis for a more direct ... See full document
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Multilingual Deterministic Dependency Parsing Framework using Modified Finite Newton Method Support Vector Machines
... On the other hand, we also found that 2 out of the 10 languages had been negatively affected by the neighbor and root parsers. In Basque they made a marginally negative improvement, and in the Turkish the two parsers did ... See full document
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Labeled Pseudo Projective Dependency Parsing with Support Vector Machines
... Table 2 shows final test results for each language and for the twelve required languages together. The total score is only 0.27 percentage points below the score from the dry run, which seems to indicate that models have ... See full document
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CoNLL X Shared Task on Multilingual Dependency Parsing
... each point, one step is chosen) or employ various types of ...addition, parsing can be done in a bottom-up-constituent or a bottom-up-spans fash- ion (or in another way, although this was not done in this ... See full document
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CUNI: Feature Selection and Error Analysis of a Transition Based Parser
... Buchholz, S. and Marsi, E. (2006). CoNLL-X shared task on multilingual dependency parsing. In Proceedings of the Tenth Conference on Computational Natural Language Learning (CoNLL-X), pages 149–164, ... See full document
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Temporal Restricted Boltzmann Machines for Dependency Parsing
... There has been significant interest recently in ma- chine learning methods that induce generative mod- els with high-dimensional hidden representations, including neural networks (Bengio et al., 2003; Col- lobert and ... See full document
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Typological Features for Multilingual Delexicalised Dependency Parsing
... ease parsing) genres can also influence syn- tax, through sentence length (longer sentences are generally harder to parse), or the ratio of error- prone constructions, such as ambiguous preposi- tional phrases and ... See full document
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Universal Dependency Annotation for Multilingual Parsing
... We can make several interesting observations. Most notably, for the Germanic and Romance tar- get languages, the best source language is from the same language group. This is in stark contrast to the results of McDonald ... See full document
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Joint Training of Dependency Parsing Filters through Latent Support Vector Machines
... Graph-based dependency parsing can be sped up significantly if implausible arcs are elim- inated from the search-space before parsing ...make point- wise decisions about the tree; they label ... See full document
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Joint Learning of POS and Dependencies for Multilingual Universal Dependency Parsing
... for dependency parsing, which predicts the UPOS tag and dependencies ...the parsing decoding procedure, the STACKPTR parser is able to capture information from the whole sentence and all the ... See full document
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Multilingual Dependency Parsing Using Global Features
... structure parsing with which any type of global features in a parse tree can be ...For dependency parsing, McDonald and Pereira (2006) proposed a method which can incorporate some types of global ... See full document
5
The CoNLL 2007 Shared Task on Dependency Parsing
... of dependency parsing in the CoNLL shared task has brought an enormous boost to the development of dependency parsers for multiple lan- guages (and to some extent for multiple ...different ... See full document
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Online Learning of Approximate Dependency Parsing Algorithms
... predicted dependency graph, and find the smallest-norm update to the weight vector w that ensures that the training graph outscores the predicted graph by a margin proportional to the loss of the predicted graph ... See full document
8
Multilingual Back and Forth Conversion between Content and Function Head for Easy Dependency Parsing
... Universal Dependencies (UD) is becom- ing a standard annotation scheme cross- linguistically, but it is argued that this scheme centering on content words is harder to parse than the conventional one centering on ... See full document
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Transition Based Parsing with Confidence Weighted Classification
... Table 2 shows the results for the 10 CoNNL-X data sets used. For comparison we have included the results from using the standard classifier in the MaltParser, i.e. SVM with a polynomial kernel. The ... See full document
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Punctuation: Making a Point in Unsupervised Dependency Parsing
... Tightly interwoven into the fabric of writing sys- tems, punctuation frames most unannotated plain- text. We showed that rules for converting markup into accurate parsing constraints are still optimal for ... See full document
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A System for Multilingual Dependency Parsing based on Bidirectional LSTM Feature Representations
... ing multilingual models for resource-rich lan- guages (Guo et ...our multilingual system in a sim- ilar way as explained in the previous section for resource-rich languages, except that we of course changed ... See full document
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Sequence Labeling Parsing by Learning across Representations
... use parsing as sequence labeling as a com- mon framework to learn across constituency and dependency syntactic ...a parsing paradigm as an auxiliary loss consistently im- proves the performance on ... See full document
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Multilingual Universal Dependency Parsing from Raw Text with Low Resource Language Enhancement
... jic, Joakim Nivre, Filip Ginter, Juhani Luotolahti, Sampo Pyysalo, Slav Petrov, Martin Potthast, Fran- cis Tyers, Elena Badmaeva, Memduh Gokirmak, Anna Nedoluzhko, Silvie Cinkova, Jan Hajic jr., Jaroslava Hlavacova, ... See full document
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Parsing Dependency Grammar using ALE
... coling02 dvi ????????? ??? ??????? ????? ???????????????????????? ??! ?"$# %?&('*),+ '/ 0)0'21?3 46587*9; <5>=(?@ A46?@B,C?DE9GFH9;IJ?@7?FLK?MNIJ7?O@D?IJP 9;IJQ8P6R6SUT VWT MN58DEX@587 Y KJI Z<[?5\R^][.] ... See full document
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