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Finding Function in Form: Compositional Character Models for Open Vocabulary Word Representation
Wang Ling
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Chris Dyer
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Alan W Black
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Isabel Trancoso
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Ramón Fermandez
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Silvio Amir
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Luís Marujo
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Tiago Luís
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Paper Details:
Month: September
Year: 2015
Location: Lisbon, Portugal
Venue:
EMNLP |
SIG: SIGDAT
Citations
URL
Attending to Characters in Neural Sequence Labeling Models
Marek Rei
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Gamal Crichton
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Sampo Pyysalo
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Keystroke dynamics as signal for shallow syntactic parsing
Barbara Plank
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A Neural Model for Part-of-Speech Tagging in Historical Texts
Christian Hardmeier
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From phonemes to images: levels of representation in a recurrent neural model of visually-grounded language learning
Lieke Gelderloos
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Grzegorz Chrupała
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Implicit Discourse Relation Recognition with Context-aware Character-enhanced Embeddings
Lianhui Qin
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Zhisong Zhang
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Hai Zhao
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Does Higher Order LSTM Have Better Accuracy for Segmenting and Labeling Sequence Data?
Yi Zhang
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Xu Sun
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Shuming Ma
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Yang Yang
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Xuancheng Ren
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Dynamic Feature Selection with Attention in Incremental Parsing
Ryosuke Kohita
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Hiroshi Noji
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Yuji Matsumoto
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Representations and Architectures in Neural Sentiment Analysis for Morphologically Rich Languages: A Case Study from Modern Hebrew
Adam Amram
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Anat Ben David
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Reut Tsarfaty
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Learning to Generate Word Representations using Subword Information
Yeachan Kim
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Kang-Min Kim
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Ji-Min Lee
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SangKeun Lee
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Dependent Gated Reading for Cloze-Style Question Answering
Reza Ghaeini
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Xiaoli Fern
|
Hamed Shahbazi
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Prasad Tadepalli
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Design Challenges and Misconceptions in Neural Sequence Labeling
Jie Yang
|
Shuailong Liang
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Yue Zhang
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Improved Transition-based Parsing by Modeling Characters instead of Words with LSTMs
Miguel Ballesteros
|
Chris Dyer
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Noah A. Smith
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Not All Contexts Are Created Equal: Better Word Representations with Variable Attention
Wang Ling
|
Yulia Tsvetkov
|
Silvio Amir
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Ramón Fermandez
|
Chris Dyer
|
Alan W Black
|
Isabel Trancoso
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Chu-Cheng Lin
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Morphological Priors for Probabilistic Neural Word Embeddings
Parminder Bhatia
|
Robert Guthrie
|
Jacob Eisenstein
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A Neural Network Architecture for Multilingual Punctuation Generation
Miguel Ballesteros
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Leo Wanner
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Charagram: Embedding Words and Sentences via Character n-grams
John Wieting
|
Mohit Bansal
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Kevin Gimpel
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Karen Livescu
|
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
|
Deeper Attention to Abusive User Content Moderation
John Pavlopoulos
|
Prodromos Malakasiotis
|
Ion Androutsopoulos
|
AMR Parsing using Stack-LSTMs
Miguel Ballesteros
|
Yaser Al-Onaizan
|
Neural Discontinuous Constituency Parsing
Miloš Stanojević
|
Raquel G. Alhama
|
A Joint Many-Task Model: Growing a Neural Network for Multiple NLP Tasks
Kazuma Hashimoto
|
Caiming Xiong
|
Yoshimasa Tsuruoka
|
Richard Socher
|
Maximum Margin Reward Networks for Learning from Explicit and Implicit Supervision
Haoruo Peng
|
Ming-Wei Chang
|
Wen-tau Yih
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Fast and Accurate Entity Recognition with Iterated Dilated Convolutions
Emma Strubell
|
Patrick Verga
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David Belanger
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Andrew McCallum
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Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources
Joo-Kyung Kim
|
Young-Bum Kim
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Ruhi Sarikaya
|
Eric Fosler-Lussier
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Natural Language Processing with Small Feed-Forward Networks
Jan A. Botha
|
Emily Pitler
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Ji Ma
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Anton Bakalov
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Alex Salcianu
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David Weiss
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Ryan McDonald
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Slav Petrov
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Generalizing Word Embeddings using Bag of Subwords
Jinman Zhao
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Sidharth Mudgal
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Yingyu Liang
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Memory, Show the Way: Memory Based Few Shot Word Representation Learning
Jingyuan Sun
|
Shaonan Wang
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Chengqing Zong
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Large-scale Exploration of Neural Relation Classification Architectures
Hoang-Quynh Le
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Duy-Cat Can
|
Sinh T. Vu
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Thanh Hai Dang
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Mohammad Taher Pilehvar
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Nigel Collier
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What do character-level models learn about morphology? The case of dependency parsing
Clara Vania
|
Andreas Grivas
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Adam Lopez
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Learning Better Internal Structure of Words for Sequence Labeling
Yingwei Xin
|
Ethan Hart
|
Vibhuti Mahajan
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Jean-David Ruvini
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Part-of-Speech Tagging for Code-Switched, Transliterated Texts without Explicit Language Identification
Kelsey Ball
|
Dan Garrette
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Explaining Character-Aware Neural Networks for Word-Level Prediction: Do They Discover Linguistic Rules?
Fréderic Godin
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Kris Demuynck
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Joni Dambre
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Wesley De Neve
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Thomas Demeester
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Adapting Word Embeddings to New Languages with Morphological and Phonological Subword Representations
Aditi Chaudhary
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Chunting Zhou
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Lori Levin
|
Graham Neubig
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David R. Mortensen
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Jaime Carbonell
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Data Augmentation via Dependency Tree Morphing for Low-Resource Languages
Gözde Gül Şahin
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Mark Steedman
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An Extensive Empirical Evaluation of Character-Based Morphological Tagging for 14 Languages
Georg Heigold
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Guenter Neumann
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Josef van Genabith
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Multi-level Representations for Fine-Grained Typing of Knowledge Base Entities
Yadollah Yaghoobzadeh
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Hinrich Schütze
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Are Emojis Predictable?
Francesco Barbieri
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Miguel Ballesteros
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Horacio Saggion
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Character-based Joint Segmentation and POS Tagging for Chinese using Bidirectional RNN-CRF
Yan Shao
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Christian Hardmeier
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Jörg Tiedemann
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Joakim Nivre
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Stanford’s Graph-based Neural Dependency Parser at the CoNLL 2017 Shared Task
Timothy Dozat
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Peng Qi
|
Christopher D. Manning
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Predefined Sparseness in Recurrent Sequence Models
Thomas Demeester
|
Johannes Deleu
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Fréderic Godin
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Chris Develder
|
Modeling Composite Labels for Neural Morphological Tagging
Alexander Tkachenko
|
Kairit Sirts
|
Neural Scoring Function for MST Parser
Jindřich Libovický
|
Part-of-Speech Tagging for Arabic Gulf Dialect Using Bi-LSTM
Randah Alharbi
|
Walid Magdy
|
Kareem Darwish
|
Ahmed AbdelAli
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Hamdy Mubarak
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LSTM CCG Parsing
Mike Lewis
|
Kenton Lee
|
Luke Zettlemoyer
|
Neural Architectures for Named Entity Recognition
Guillaume Lample
|
Miguel Ballesteros
|
Sandeep Subramanian
|
Kazuya Kawakami
|
Chris Dyer
|
Morphological Inflection Generation Using Character Sequence to Sequence Learning
Manaal Faruqui
|
Yulia Tsvetkov
|
Graham Neubig
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Chris Dyer
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Right-truncatable Neural Word Embeddings
Jun Suzuki
|
Masaaki Nagata
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Polyglot Neural Language Models: A Case Study in Cross-Lingual Phonetic Representation Learning
Yulia Tsvetkov
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Sunayana Sitaram
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Manaal Faruqui
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Guillaume Lample
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Patrick Littell
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David Mortensen
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Alan W Black
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Lori Levin
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Chris Dyer
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What’s Going On in Neural Constituency Parsers? An Analysis
David Gaddy
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Mitchell Stern
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Dan Klein
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End-to-End Graph-Based TAG Parsing with Neural Networks
Jungo Kasai
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Robert Frank
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Pauli Xu
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William Merrill
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Owen Rambow
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Context Sensitive Neural Lemmatization with Lematus
Toms Bergmanis
|
Sharon Goldwater
|
Reusing Weights in Subword-Aware Neural Language Models
Zhenisbek Assylbekov
|
Rustem Takhanov
|
Deep Contextualized Word Representations
Matthew Peters
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Mark Neumann
|
Mohit Iyyer
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Matt Gardner
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Christopher Clark
|
Kenton Lee
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Luke Zettlemoyer
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Character-Based Neural Networks for Sentence Pair Modeling
Wuwei Lan
|
Wei Xu
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Multimodal Emoji Prediction
Francesco Barbieri
|
Miguel Ballesteros
|
Francesco Ronzano
|
Horacio Saggion
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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
|
Latent Predictor Networks for Code Generation
Wang Ling
|
Phil Blunsom
|
Edward Grefenstette
|
Karl Moritz Hermann
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Tomáš Kočiský
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Fumin Wang
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Andrew Senior
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Achieving Open Vocabulary Neural Machine Translation with Hybrid Word-Character Models
Minh-Thang Luong
|
Christopher D. Manning
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End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF
Xuezhe Ma
|
Eduard Hovy
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Commonsense Knowledge Base Completion
Xiang Li
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Aynaz Taheri
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Lifu Tu
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Kevin Gimpel
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Neural Machine Translation of Rare Words with Subword Units
Rico Sennrich
|
Barry Haddow
|
Alexandra Birch
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Globally Normalized Transition-Based Neural Networks
Daniel Andor
|
Chris Alberti
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David Weiss
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Aliaksei Severyn
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Alessandro Presta
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Kuzman Ganchev
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Slav Petrov
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Michael Collins
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Character-based Neural Machine Translation
Marta R. Costa-jussà
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José A. R. Fonollosa
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Multilingual Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Models and Auxiliary Loss
Barbara Plank
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Anders Søgaard
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Yoav Goldberg
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Learning to Create and Reuse Words in Open-Vocabulary Neural Language Modeling
Kazuya Kawakami
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Chris Dyer
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Phil Blunsom
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From Characters to Words to in Between: Do We Capture Morphology?
Clara Vania
|
Adam Lopez
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Learning Character-level Compositionality with Visual Features
Frederick Liu
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Han Lu
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Chieh Lo
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Graham Neubig
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Revisiting Recurrent Networks for Paraphrastic Sentence Embeddings
John Wieting
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Kevin Gimpel
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Character-Aware Neural Morphological Disambiguation
Alymzhan Toleu
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Gulmira Tolegen
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Aibek Makazhanov
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Character Composition Model with Convolutional Neural Networks for Dependency Parsing on Morphologically Rich Languages
Xiang Yu
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Ngoc Thang Vu
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Character-Level Models versus Morphology in Semantic Role Labeling
Gözde Gül Şahin
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Mark Steedman
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Morphosyntactic Tagging with a Meta-BiLSTM Model over Context Sensitive Token Encodings
Bernd Bohnet
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Ryan McDonald
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Gonçalo Simões
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Daniel Andor
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Emily Pitler
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Joshua Maynez
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Compositional Representation of Morphologically-Rich Input for Neural Machine Translation
Duygu Ataman
|
Marcello Federico
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Named Entity Recognition with Bidirectional LSTM-CNNs
Jason P.C. Chiu
|
Eric Nichols
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Enriching Word Vectors with Subword Information
Piotr Bojanowski
|
Edouard Grave
|
Armand Joulin
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Tomas Mikolov
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Replicability Analysis for Natural Language Processing: Testing Significance with Multiple Datasets
Rotem Dror
|
Gili Baumer
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Marina Bogomolov
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Roi Reichart
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Joint Semantic Synthesis and Morphological Analysis of the Derived Word
Ryan Cotterell
|
Hinrich Schütze
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Language Modeling for Morphologically Rich Languages: Character-Aware Modeling for Word-Level Prediction
Daniela Gerz
|
Ivan Vulić
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Edoardo Ponti
|
Jason Naradowsky
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Roi Reichart
|
Anna Korhonen
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Neural Reranking for Named Entity Recognition
Jie Yang
|
Yue Zhang
|
Fei Dong
|
A Joint Model for Word Embedding and Word Morphology
Kris Cao
|
Marek Rei
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Mapping Unseen Words to Task-Trained Embedding Spaces
Pranava Swaroop Madhyastha
|
Mohit Bansal
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Kevin Gimpel
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Karen Livescu
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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
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Cristina España-Bonet
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Pranava Madhyastha
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Carlos Escolano
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José A. R. Fonollosa
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Hierarchical Character-Word Models for Language Identification
Aaron Jaech
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George Mulcaire
|
Shobhit Hathi
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Mari Ostendorf
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Noah A. Smith
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Improving Language Modeling using Densely Connected Recurrent Neural Networks
Fréderic Godin
|
Joni Dambre
|
Wesley De Neve
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Learning to Embed Words in Context for Syntactic Tasks
Lifu Tu
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Kevin Gimpel
|
Karen Livescu
|
Deep Learning for User Comment Moderation
John Pavlopoulos
|
Prodromos Malakasiotis
|
Ion Androutsopoulos
|
What do we need to know about an unknown word when parsing German
Bich-Ngoc Do
|
Ines Rehbein
|
Anette Frank
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A General-Purpose Tagger with Convolutional Neural Networks
Xiang Yu
|
Agnieszka Falenska
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Ngoc Thang Vu
|
Neural Paraphrase Identification of Questions with Noisy Pretraining
Gaurav Singh Tomar
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Thyago Duque
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Oscar Täckström
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Jakob Uszkoreit
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Dipanjan Das
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Sub-character Neural Language Modelling in Japanese
Viet Nguyen
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Julian Brooke
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Timothy Baldwin
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From Shakespeare to Twitter: What are Language Styles all about?
Wei Xu
|
Improving neural tagging with lexical information
Benoît Sagot
|
Héctor Martínez Alonso
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Morphological Word Embeddings for Arabic Neural Machine Translation in Low-Resource Settings
Pamela Shapiro
|
Kevin Duh
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Subword-level Composition Functions for Learning Word Embeddings
Bofang Li
|
Aleksandr Drozd
|
Tao Liu
|
Xiaoyong Du
|
Incorporating Subword Information into Matrix Factorization Word Embeddings
Alexandre Salle
|
Aline Villavicencio
|
Stylistic Variation in Social Media Part-of-Speech Tagging
Murali Raghu Babu Balusu
|
Taha Merghani
|
Jacob Eisenstein
|
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
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Baseline: A Library for Rapid Modeling, Experimentation and Development of Deep Learning Algorithms targeting NLP
Daniel Pressel
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Sagnik Ray Choudhury
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Brian Lester
|
Yanjie Zhao
|
Matt Barta
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Bilingual Character Representation for Efficiently Addressing Out-of-Vocabulary Words in Code-Switching Named Entity Recognition
Genta Indra Winata
|
Chien-Sheng Wu
|
Andrea Madotto
|
Pascale Fung
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Do Character-Level Neural Network Language Models Capture Knowledge of Multiword Expression Compositionality?
Ali Hakimi Parizi
|
Paul Cook
|
Neural Character-based Composition Models for Abuse Detection
Pushkar Mishra
|
Helen Yannakoudakis
|
Ekaterina Shutova
|
Interpreting Word-Level Hidden State Behaviour of Character-Level LSTM Language Models
Avery Hiebert
|
Cole Peterson
|
Alona Fyshe
|
Nishant Mehta
|
Explicitly modeling case improves neural dependency parsing
Clara Vania
|
Adam Lopez
|
Robust Word Vectors: Context-Informed Embeddings for Noisy Texts
Valentin Malykh
|
Varvara Logacheva
|
Taras Khakhulin
|
Empirical Evaluation of Character-Based Model on Neural Named-Entity Recognition in Indonesian Conversational Texts
Kemal Kurniawan
|
Samuel Louvan
|
https://github.com/wlin12/
Field Of Study
Linguistic Trends
Embeddings
Syntax
Morphology
Task
Tagging
Machine Translation
Paraphrasing
Approach
Deep Learning
Language
Multilingual
English
French
Dataset
News
Twitter
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