NLPExplorer

A Character-level Decoder without Explicit Segmentation for Neural Machine Translation

Junyoung Chung | Kyunghyun Cho | Yoshua Bengio |

Paper Details:

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

Citations

URL

What Makes Word-level Neural Machine Translation Hard: A Case Study on English-German Translation
Fabian Hirschmann | Jinseok Nam | Johannes Fürnkranz |

An Evaluation of Neural Machine Translation Models on Historical Spelling Normalization
Gongbo Tang | Fabienne Cap | Eva Pettersson | Joakim Nivre |

Tailoring Neural Architectures for Translating from Morphologically Rich Languages
Peyman Passban | Andy Way | Qun Liu |

Incorporating Discrete Translation Lexicons into Neural Machine Translation
Philip Arthur | Graham Neubig | Satoshi Nakamura |

Massive Exploration of Neural Machine Translation Architectures
Denny Britz | Anna Goldie | Minh-Thang Luong | Quoc Le |

Unfolding and Shrinking Neural Machine Translation Ensembles
Felix Stahlberg | Bill Byrne |

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

CytonMT: an Efficient Neural Machine Translation Open-source Toolkit Implemented in C++
Xiaolin Wang | Masao Utiyama | Eiichiro Sumita |

Nonsymbolic Text Representation
Hinrich Schütze |

A Multifaceted Evaluation of Neural versus Phrase-Based Machine Translation for 9 Language Directions
Antonio Toral | Víctor M. Sánchez-Cartagena |

Comparing Character-level Neural Language Models Using a Lexical Decision Task
Gaël Le Godais | Tal Linzen | Emmanuel Dupoux |

Neural Machine Translation by Minimising the Bayes-risk with Respect to Syntactic Translation Lattices
Felix Stahlberg | Adrià de Gispert | Eva Hasler | Bill Byrne |

How Grammatical is Character-level Neural Machine Translation? Assessing MT Quality with Contrastive Translation Pairs
Rico Sennrich |

Improving Character-Based Decoding Using Target-Side Morphological Information for Neural Machine Translation
Peyman Passban | Qun Liu | Andy Way |

Improving Lexical Choice in Neural Machine Translation
Toan Nguyen | David Chiang |

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

Fully Character-Level Neural Machine Translation without Explicit Segmentation
Jason Lee | Kyunghyun Cho | Thomas Hofmann |

Joint Prediction of Word Alignment with Alignment Types
Anahita Mansouri Bigvand | Te Bu | Anoop Sarkar |

Low-Rank RNN Adaptation for Context-Aware Language Modeling
Aaron Jaech | Mari Ostendorf |

The Edit Distance Transducer in Action: The University of Cambridge English-German System at WMT16
Felix Stahlberg | Eva Hasler | Bill Byrne |

Character-Aware Neural Networks for Arabic Named Entity Recognition for Social Media
Mourad Gridach |

Character-based Decoding in Tree-to-Sequence Attention-based Neural Machine Translation
Akiko Eriguchi | Kazuma Hashimoto | Yoshimasa Tsuruoka |

Named Entity Recognition in Swedish Health Records with Character-Based Deep Bidirectional LSTMs
Simon Almgren | Sean Pavlov | Olof Mogren |

An Empirical Study of Adequate Vision Span for Attention-Based Neural Machine Translation
Raphael Shu | Hideki Nakayama |

Learning variable length units for SMT between related languages via Byte Pair Encoding
Anoop Kunchukuttan | Pushpak Bhattacharyya |

Supersense Tagging with a Combination of Character, Subword, and Word-level Representations
Youhyun Shin | Sang-goo Lee |

Meaningless yet meaningful: Morphology grounded subword-level NMT
Tamali Banerjee | Pushpak Bhattacharyya |

How Robust Are Character-Based Word Embeddings in Tagging and MT Against Wrod Scramlbing or Randdm Nouse?
Georg Heigold | Stalin Varanasi | Günter Neumann | Josef van Genabith |

Why not be Versatile? Applications of the SGNMT Decoder for Machine Translation
Felix Stahlberg | Danielle Saunders | Gonzalo Iglesias | Bill Byrne |

Beyond Weight Tying: Learning Joint Input-Output Embeddings for Neural Machine Translation
Nikolaos Pappas | Lesly Miculicich | James Henderson |

Massively Parallel Cross-Lingual Learning in Low-Resource Target Language Translation
Zhong Zhou | Matthias Sperber | Alexander Waibel |

Sequence-to-Sequence Models for Data-to-Text Natural Language Generation: Word- vs. Character-based Processing and Output Diversity
Glorianna Jagfeld | Sabrina Jenne | Ngoc Thang Vu |

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Field Of Study

Linguistic Trends

Embeddings Syntax Morphology

Task

Tagging Named Entity Recognition Machine Translation Word Segmentation

Approach

Deep Learning

Language

Multilingual Chinese English

Dataset

News Web Crawl

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