[PDF] Top 20 Investigating Multilingual Dependency Parsing
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Investigating Multilingual Dependency Parsing
... In this paper, we describe a system for the CoNLL-X shared task of multilin- gual dependency parsing. It uses a base- line Nivre’s parser (Nivre, 2003) that first identifies the parse actions and then la- ... See full document
5
Zero shot Dependency Parsing with Pre trained Multilingual Sentence Representations
... (m-BERT) allow for the development of a univer- sal dependency parser that is able to parse sen- tences in a diverse range of languages without re- ceiving any supervision in those language. Our parser is fully ... See full document
8
The CoNLL 2007 Shared Task on Dependency Parsing
... for multilingual dependency parsing, but we add a new dimension by also intro- ducing the problem of domain ...a multilingual track using essentially the same setup as last year, but with ... See full document
18
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
7
What Does BERT Look at? An Analysis of BERT’s Attention
... on dependency parsing, but only report overall UAS scores instead of investigating heads for specific syntactic relations or using probing ... See full document
11
Fast and Robust Multilingual Dependency Parsing with a Generative Latent Variable Model
... CoNLL-X shared task (Buchholz and Marsi, 2006). This parser employs a latent variable model, Incre- mental Sigmoid Belief Networks (ISBNs), to de- fine a generative history-based model of projective parsing. We ... See full document
5
Multilingual Back and Forth Conversion between Content and Function Head for Easy Dependency Parsing
... Ryan McDonald, Joakim Nivre, Yvonne Quirmbach- Brundage, Yoav Goldberg, Dipanjan Das, Kuz- man Ganchev, Keith Hall, Slav Petrov, Hao Zhang, Oscar T¨ackstr¨om, Claudia Bedini, N´uria Bertomeu Castell´o, and Jungmee Lee. ... See full document
7
A System for Multilingual Dependency Parsing based on Bidirectional LSTM Feature Representations
... a multilingual approach, we add new parameters and new fea- tures to the training algorithm, notably the pos- sibility to use multilingual word embeddings and one hot encoding to encode ... See full document
8
Joint Learning of POS and Dependencies for Multilingual Universal Dependency Parsing
... This paper describes the system of team LeisureX in the CoNLL 2018 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies. Our system pre- dicts the part-of-speech tag and depen- dency ... See full document
9
Exploring Confidence based Self training for Multilingual Dependency Parsing in an Under Resourced Language Scenario
... constituency parsing, ...constituency parsing, self- training usually has proved to be less effective or has even shown negative results when ap- plied to dependency parsing, ... See full document
9
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
7
A Tale of Two Parsers: Investigating and Combining Graph based and Transition based Dependency Parsing
... to dependency parsing adopt very different views of the problem, each view having its own strengths and ...transition-based dependency parser, we show that a beam-search decoder is a competitive ... See full document
10
Dependency Parsing of Turkish
... In the previous sections,we presented our parsers using optimized parameters and feature representations. We have observed that using complete inflectional features and lexicalized models improves the accuracy of the ... See full document
35
Multilingual Dependency Learning: A Huge Feature Engineering Method to Semantic Dependency Parsing
... Path. There are two basic types of path between the predicate and the argument candidates. One is the linear path (linePath) in the sequence, the other is the path in the syntactic parsing tree (dpPath). For the ... See full document
6
Multilingual Syntactic Semantic Dependency Parsing with Three Stage Approximate Max Margin Linear Models
... The features used for our dependency parser are based on those listed in (Johansson, 2008). In addi- tion, distance features are used. We use shorthand notations in order to simplify the feature represen- tations: ... See full document
6
Multilingual Dependency Parsing for Low Resource Languages: Case Studies on North Saami and Komi Zyrian
... Even in cases where the LAS scores (i.e. labels of the syn- tactic dependencies) were not significantly different, there was often greater variation in the UAS scores (unlabeled dependencies). This means that although ... See full document
6
A Two Stage Parser for Multilingual Dependency Parsing
... Some conjunctions, prepositions, and DE 3 at- tached to their head words with much lower ac- curacy: 74% for DE, 76% for conjunctions, and 71% for prepositions. In the test data, these words formed 19.7%. For Chinese ... See full document
5
Selective Sharing for Multilingual Dependency Parsing
... uated using the same fine-to-coarse tagset mapping. The first baseline, Transfer, uses direct transfer of a discriminative parser trained on all the source lan- guages (McDonald et al., 2011). This simple base- line ... See full document
9
Multilingual Dependency Parsing and Domain Adaptation using DeSR
... Classifier-based dependency parsers (Yamada and Matsumoto, 2003; Nivre and Scholz, 2004) learn from an annotated corpus how to select an appropriate sequence of Shift/Reduce actions to construct the ... See full document
7
Typological Features for Multilingual Delexicalised Dependency Parsing
... in multilingual parsing, and (b) these features do more than acting as mere language ...controlled multilingual setting with full supervi- sion, and to perform a set of analyses to better un- ... See full document
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