NLPExplorer

Multilingual Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Models and Auxiliary Loss

Barbara Plank | Anders Søgaard | Yoav Goldberg |

Paper Details:

Month: August
Year: 2016
Location: Berlin, Germany
Venue: ACL |

Citations

URL

Keystroke dynamics as signal for shallow syntactic parsing
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From phonemes to images: levels of representation in a recurrent neural model of visually-grounded language learning
Lieke Gelderloos | Grzegorz Chrupała |

Multi-view and multi-task training of RST discourse parsers
Chloé Braud | Barbara Plank | Anders Søgaard |

Cross-lingual Argumentation Mining: Machine Translation (and a bit of Projection) is All You Need!
Steffen Eger | Johannes Daxenberger | Christian Stab | Iryna Gurevych |

Learning to select data for transfer learning with Bayesian Optimization
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Do LSTMs really work so well for PoS tagging? – A replication study
Tobias Horsmann | Torsten Zesch |

Cross-lingual Character-Level Neural Morphological Tagging
Ryan Cotterell | Georg Heigold |

Neural Sequence Learning Models for Word Sense Disambiguation
Alessandro Raganato | Claudio Delli Bovi | Roberto Navigli |

Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources
Joo-Kyung Kim | Young-Bum Kim | Ruhi Sarikaya | Eric Fosler-Lussier |

Variational Sequential Labelers for Semi-Supervised Learning
Mingda Chen | Qingming Tang | Karen Livescu | Kevin Gimpel |

Generalizing Word Embeddings using Bag of Subwords
Jinman Zhao | Sidharth Mudgal | Yingyu Liang |

Constituent Parsing as Sequence Labeling
Carlos Gómez-Rodríguez | David Vilares |

Deep Relevance Ranking Using Enhanced Document-Query Interactions
Ryan McDonald | George Brokos | Ion Androutsopoulos |

Learning Better Internal Structure of Words for Sequence Labeling
Yingwei Xin | Ethan Hart | Vibhuti Mahajan | Jean-David Ruvini |

An Investigation of the Interactions Between Pre-Trained Word Embeddings, Character Models and POS Tags in Dependency Parsing
Aaron Smith | Miryam de Lhoneux | Sara Stymne | Joakim Nivre |

Disfluency Detection using Auto-Correlational Neural Networks
Paria Jamshid Lou | Peter Anderson | Mark Johnson |

When is multitask learning effective? Semantic sequence prediction under varying data conditions
Héctor Martínez Alonso | Barbara Plank |

An Extensive Empirical Evaluation of Character-Based Morphological Tagging for 14 Languages
Georg Heigold | Guenter Neumann | Josef van Genabith |

Multilingual Lexicalized Constituency Parsing with Word-Level Auxiliary Tasks
Maximin Coavoux | Benoît Crabbé |

All-In-1 at IJCNLP-2017 Task 4: Short Text Classification with One Model for All Languages
Barbara Plank |

Stanford’s Graph-based Neural Dependency Parser at the CoNLL 2017 Shared Task
Timothy Dozat | Peng Qi | Christopher D. Manning |

Combining Global Models for Parsing Universal Dependencies
Tianze Shi | Felix G. Wu | Xilun Chen | Yao Cheng |

A Novel Neural Network Model for Joint POS Tagging and Graph-based Dependency Parsing
Dat Quoc Nguyen | Mark Dras | Mark Johnson |

Copenhagen at CoNLL–SIGMORPHON 2018: Multilingual Inflection in Context with Explicit Morphosyntactic Decoding
Yova Kementchedjhieva | Johannes Bjerva | Isabelle Augenstein |

A multilingual collection of CoNLL-U-compatible morphological lexicons
Benoît Sagot |

From Phonology to Syntax: Unsupervised Linguistic Typology at Different Levels with Language Embeddings
Johannes Bjerva | Isabelle Augenstein |

Noise-Robust Morphological Disambiguation for Dialectal Arabic
Nasser Zalmout | Alexander Erdmann | Nizar Habash |

Robust Multilingual Part-of-Speech Tagging via Adversarial Training
Michihiro Yasunaga | Jungo Kasai | Dragomir Radev |

Multi-Task Learning of Pairwise Sequence Classification Tasks over Disparate Label Spaces
Isabelle Augenstein | Sebastian Ruder | Anders Søgaard |

An Annotated Corpus for Machine Reading of Instructions in Wet Lab Protocols
Chaitanya Kulkarni | Wei Xu | Alan Ritter | Raghu Machiraju |

Character-Based Neural Networks for Sentence Pair Modeling
Wuwei Lan | Wei Xu |

Detecting annotation noise in automatically labelled data
Ines Rehbein | Josef Ruppenhofer |

From Characters to Words to in Between: Do We Capture Morphology?
Clara Vania | Adam Lopez |

Cross-lingual and cross-domain discourse segmentation of entire documents
Chloé Braud | Ophélie Lacroix | Anders Søgaard |

Character Composition Model with Convolutional Neural Networks for Dependency Parsing on Morphologically Rich Languages
Xiang Yu | Ngoc Thang Vu |

Character-Level Models versus Morphology in Semantic Role Labeling
Gözde Gül Şahin | Mark Steedman |

Strong Baselines for Neural Semi-Supervised Learning under Domain Shift
Sebastian Ruder | Barbara Plank |

Neural Factor Graph Models for Cross-lingual Morphological Tagging
Chaitanya Malaviya | Matthew R. Gormley | Graham Neubig |

German and French Neural Supertagging Experiments for LTAG Parsing
Tatiana Bladier | Andreas van Cranenburgh | Younes Samih | Laura Kallmeyer |

Morphological Complexity Influences Verb-Object Order in Swedish Sign Language
Johannes Bjerva | Carl Börstell |

Byte-based Language Identification with Deep Convolutional Networks
Johannes Bjerva |

Will my auxiliary tagging task help? Estimating Auxiliary Tasks Effectivity in Multi-Task Learning
Johannes Bjerva |

Arabic POS Tagging: Don’t Abandon Feature Engineering Just Yet
Kareem Darwish | Hamdy Mubarak | Ahmed Abdelali | Mohamed Eldesouki |

Character and Subword-Based Word Representation for Neural Language Modeling Prediction
Matthieu Labeau | Alexandre Allauzen |

What do we need to know about an unknown word when parsing German
Bich-Ngoc Do | Ines Rehbein | Anette Frank |

A General-Purpose Tagger with Convolutional Neural Networks
Xiang Yu | Agnieszka Falenska | Ngoc Thang Vu |

Entity Identification as Multitasking
Karl Stratos |

To normalize, or not to normalize: The impact of normalization on Part-of-Speech tagging
Rob van der Goot | Barbara Plank | Malvina Nissim |

Assessing State-of-the-Art Sentiment Models on State-of-the-Art Sentiment Datasets
Jeremy Barnes | Roman Klinger | Sabine Schulte im Walde |

Improving neural tagging with lexical information
Benoît Sagot | Héctor Martínez Alonso |

Tracking Typological Traits of Uralic Languages in Distributed Language Representations
Johannes Bjerva | Isabelle Augenstein |

Convolutional neural networks for chemical-disease relation extraction are improved with character-based word embeddings
Dat Quoc Nguyen | Karin Verspoor |

Sub-label dependencies for Neural Morphological Tagging – The Joint Submission of University of Colorado and University of Helsinki for VarDial 2018
Miikka Silfverberg | Senka Drobac |

Field Of Study

Linguistic Trends

Embeddings

Task

Tagging Chunking Named Entity Recognition Sentiment Analysis

Approach

Deep Learning Structured Prediction

Language

Multilingual English Arabic Hebrew Semitic

Dataset

Twitter

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