NLPExplorer

Improved Transition-based Parsing by Modeling Characters instead of Words with LSTMs

Miguel Ballesteros | Chris Dyer | Noah A. Smith |

Paper Details:

Month: September
Year: 2015
Location: Lisbon, Portugal
Venue: EMNLP |
SIG: SIGDAT

Citations

URL

A Universal Framework for Inductive Transfer Parsing across Multi-typed Treebanks
Jiang Guo | Wanxiang Che | Haifeng Wang | Ting Liu |

Attending to Characters in Neural Sequence Labeling Models
Marek Rei | Gamal Crichton | Sampo Pyysalo |

Keystroke dynamics as signal for shallow syntactic parsing
Barbara Plank |

Representations and Architectures in Neural Sentiment Analysis for Morphologically Rich Languages: A Case Study from Modern Hebrew
Adam Amram | Anat Ben David | Reut Tsarfaty |

A Neural Network Architecture for Multilingual Punctuation Generation
Miguel Ballesteros | Leo Wanner |

Charagram: Embedding Words and Sentences via Character n-grams
John Wieting | Mohit Bansal | Kevin Gimpel | Karen Livescu |

Neural Shift-Reduce CCG Semantic Parsing
Dipendra Kumar Misra | Yoav Artzi |

A Sub-Character Architecture for Korean Language Processing
Karl Stratos |

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

AMR Parsing using Stack-LSTMs
Miguel Ballesteros | Yaser Al-Onaizan |

Neural Discontinuous Constituency Parsing
Miloš Stanojević | Raquel G. Alhama |

End-to-End Neural Relation Extraction with Global Optimization
Meishan Zhang | Yue Zhang | Guohong Fu |

Scientific Information Extraction with Semi-supervised Neural Tagging
Yi Luan | Mari Ostendorf | Hannaneh Hajishirzi |

Valency-Augmented Dependency Parsing
Tianze Shi | Lillian Lee |

What do character-level models learn about morphology? The case of dependency parsing
Clara Vania | Andreas Grivas | Adam Lopez |

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 |

Modeling Input Uncertainty in Neural Network Dependency Parsing
Rob van der Goot | Gertjan van Noord |

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

Character-Word LSTM Language Models
Lyan Verwimp | Joris Pelemans | Hugo Van hamme | Patrick Wambacq |

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

Neural Multi-Source Morphological Reinflection
Katharina Kann | Ryan Cotterell | Hinrich Schütze |

Multi-level Representations for Fine-Grained Typing of Knowledge Base Entities
Yadollah Yaghoobzadeh | Hinrich Schütze |

Dependency Parsing as Head Selection
Xingxing Zhang | Jianpeng Cheng | Mirella Lapata |

Are Emojis Predictable?
Francesco Barbieri | Miguel Ballesteros | Horacio Saggion |

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

Improving a Strong Neural Parser with Conjunction-Specific Features
Jessica Ficler | Yoav Goldberg |

Neural Probabilistic Model for Non-projective MST Parsing
Xuezhe Ma | Eduard Hovy |

Greedy Transition-Based Dependency Parsing with Stack LSTMs
Miguel Ballesteros | Chris Dyer | Yoav Goldberg | Noah A. Smith |

Greedy, Joint Syntactic-Semantic Parsing with Stack LSTMs
Swabha Swayamdipta | Miguel Ballesteros | Chris Dyer | Noah A. Smith |

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 |

UParse: the Edinburgh system for the CoNLL 2017 UD shared task
Clara Vania | Xingxing Zhang | Adam Lopez |

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

An Improved Neural Network Model for Joint POS Tagging and Dependency Parsing
Dat Quoc Nguyen | Karin Verspoor |

A Morphology-Based Representation Model for LSTM-Based Dependency Parsing of Agglutinative Languages
Şaziye Betül Özateş | Arzucan Özgür | Tunga Güngör | Balkız Öztürk |

Differentia compositionem facit. A Slower-Paced and Reliable Parser for Latin
Edoardo Maria Ponti | Marco Passarotti |

Expected F-Measure Training for Shift-Reduce Parsing with Recurrent Neural Networks
Wenduan Xu | Michael Auli | Stephen Clark |

Morphological Inflection Generation Using Character Sequence to Sequence Learning
Manaal Faruqui | Yulia Tsvetkov | Graham Neubig | Chris Dyer |

What’s Going On in Neural Constituency Parsers? An Analysis
David Gaddy | Mitchell Stern | Dan Klein |

Multimodal Emoji Prediction
Francesco Barbieri | Miguel Ballesteros | Francesco Ronzano | Horacio Saggion |

A Scalable Neural Shortlisting-Reranking Approach for Large-Scale Domain Classification in Natural Language Understanding
Young-Bum Kim | Dongchan Kim | Joo-Kyung Kim | Ruhi Sarikaya |

Improved Semantic Parsers For If-Then Statements
I. Beltagy | Chris Quirk |

Achieving Open Vocabulary Neural Machine Translation with Hybrid Word-Character Models
Minh-Thang Luong | Christopher D. Manning |

Neural Network-Based Model for Japanese Predicate Argument Structure Analysis
Tomohide Shibata | Daisuke Kawahara | Sadao Kurohashi |

Investigating Language Universal and Specific Properties in Word Embeddings
Peng Qian | Xipeng Qiu | Xuanjing Huang |

Stack-propagation: Improved Representation Learning for Syntax
Yuan Zhang | David Weiss |

Graph-based Dependency Parsing with Bidirectional LSTM
Wenhui Wang | Baobao Chang |

Character-based Neural Machine Translation
Marta R. Costa-jussà | José A. R. Fonollosa |

Multilingual Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Models and Auxiliary Loss
Barbara Plank | Anders Søgaard | Yoav Goldberg |

Towards a Seamless Integration of Word Senses into Downstream NLP Applications
Mohammad Taher Pilehvar | Jose Camacho-Collados | Roberto Navigli | Nigel Collier |

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

Shift-Reduce Constituent Parsing with Neural Lookahead Features
Jiangming Liu | Yue Zhang |

Enriching Word Vectors with Subword Information
Piotr Bojanowski | Edouard Grave | Armand Joulin | Tomas Mikolov |

Joint Semantic Synthesis and Morphological Analysis of the Derived Word
Ryan Cotterell | Hinrich Schütze |

A Joint Model for Word Embedding and Word Morphology
Kris Cao | Marek Rei |

Mapping Unseen Words to Task-Trained Embedding Spaces
Pranava Swaroop Madhyastha | Mohit Bansal | Kevin Gimpel | Karen Livescu |

The TALP–UPC Spanish–English WMT Biomedical Task: Bilingual Embeddings and Char-based Neural Language Model Rescoring in a Phrase-based System
Marta R. Costa-jussà | Cristina España-Bonet | Pranava Madhyastha | Carlos Escolano | José A. R. Fonollosa |

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 |

Boosting Information Extraction Systems with Character-level Neural Networks and Free Noisy Supervision
Philipp Meerkamp | Zhengyi Zhou |

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

Effective Online Reordering with Arc-Eager Transitions
Ryosuke Kohita | Hiroshi Noji | Yuji Matsumoto |

Encoder-Decoder Shift-Reduce Syntactic Parsing
Jiangming Liu | Yue Zhang |

Morphological Word Embeddings for Arabic Neural Machine Translation in Low-Resource Settings
Pamela Shapiro | Kevin Duh |

Explicitly modeling case improves neural dependency parsing
Clara Vania | Adam Lopez |

Empirical Evaluation of Character-Based Model on Neural Named-Entity Recognition in Indonesian Conversational Texts
Kemal Kurniawan | Samuel Louvan |

https://github.com/clab/lstm-parser

Field Of Study

Linguistic Trends

Embeddings

Task

Tagging Word Segmentation

Language

Chinese English Korean French Arabic Hebrew

Similar Papers

Sentiment after Translation: A Case-Study on Arabic Social Media Posts

Mohammad Salameh | Saif Mohammad | Svetlana Kiritchenko |

Creating a Large Multi-Layered Representational Repository of Linguistic Code Switched Arabic Data

Natural Language Processing for Dialectical Arabic: A Survey

Abdulhadi Shoufan | Sumaya Alameri |

Semi-supervised Structured Prediction with Neural CRF Autoencoder

A Survey of Arabic Named Entity Recognition and Classification

Khaled Shaalan |