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Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing
Lluís Màrquez | Chris Callison-Burch | Jian Su

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Language Understanding for Text-based Games using Deep Reinforcement Learning
Karthik Narasimhan | Tejas Kulkarni | Regina Barzilay

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Distributional vectors encode referential attributes
Abhijeet Gupta | Gemma Boleda | Marco Baroni | Sebastian Padó

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Building a shared world: mapping distributional to model-theoretic semantic spaces
Aurélie Herbelot | Eva Maria Vecchi

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Dependency Graph-to-String Translation
Liangyou Li | Andy Way | Qun Liu

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Reordering Grammar Induction
Miloš Stanojević | Khalil Sima’an

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Syntax-based Rewriting for Simultaneous Machine Translation
He He | Alvin Grissom II | John Morgan | Jordan Boyd-Graber | Hal Daumé III

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Identifying Political Sentiment between Nation States with Social Media
Nathanael Chambers | Victor Bowen | Ethan Genco | Xisen Tian | Eric Young | Ganesh Harihara | Eugene Yang

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Open Extraction of Fine-Grained Political Statements
David Bamman | Noah A. Smith

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Using Personal Traits For Brand Preference Prediction
Chao Yang | Shimei Pan | Jalal Mahmud | Huahai Yang | Padmini Srinivasan

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Semantic Annotation for Microblog Topics Using Wikipedia Temporal Information
Tuan Tran | Nam Khanh Tran | Asmelash Teka Hadgu | Robert Jäschke

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System Combination for Multi-document Summarization
Kai Hong | Mitchell Marcus | Ani Nenkova

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Phrase-based Compressive Cross-Language Summarization
Jin-ge Yao | Xiaojun Wan | Jianguo Xiao

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Re-evaluating Automatic Summarization with BLEU and 192 Shades of ROUGE
Yvette Graham

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Indicative Tweet Generation: An Extractive Summarization Problem?
Priya Sidhaye | Jackie Chi Kit Cheung

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Visual Bilingual Lexicon Induction with Transferred ConvNet Features
Douwe Kiela | Ivan Vulić | Stephen Clark

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Cross Lingual Sentiment Analysis using Modified BRAE
Sarthak Jain | Shashank Batra

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Monotone Submodularity in Opinion Summaries
Jayanth Jayanth | Jayaprakash Sundararaj | Pushpak Bhattacharyya

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Joint Prediction for Entity/Event-Level Sentiment Analysis using Probabilistic Soft Logic Models
Lingjia Deng | Janyce Wiebe

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Learning to Recognize Affective Polarity in Similes
Ashequl Qadir | Ellen Riloff | Marilyn Walker

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Cross-document Event Coreference Resolution based on Cross-media Features
Tongtao Zhang | Hongzhi Li | Heng Ji | Shih-Fu Chang

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A Survey of Current Datasets for Vision and Language Research
Francis Ferraro | Nasrin Mostafazadeh | Ting-Hao Huang | Lucy Vanderwende | Jacob Devlin | Michel Galley | Margaret Mitchell

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Combining Geometric, Textual and Visual Features for Predicting Prepositions in Image Descriptions
Arnau Ramisa | Josiah Wang | Ying Lu | Emmanuel Dellandrea | Francesc Moreno-Noguer | Robert Gaizauskas

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On A Strictly Convex IBM Model 1
Andrei Simion | Michael Collins | Cliff Stein

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Factorization of Latent Variables in Distributional Semantic Models
Arvid Österlund | David Ödling | Magnus Sahlgren

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Non-lexical neural architecture for fine-grained POS Tagging
Matthieu Labeau | Kevin Löser | Alexandre Allauzen

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Online Representation Learning in Recurrent Neural Language Models
Marek Rei

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A Model of Zero-Shot Learning of Spoken Language Understanding
Majid Yazdani | James Henderson

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Modeling Tweet Arrival Times using Log-Gaussian Cox Processes
Michal Lukasik | P. K. Srijith | Trevor Cohn | Kalina Bontcheva

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Pre-Computable Multi-Layer Neural Network Language Models
Jacob Devlin | Chris Quirk | Arul Menezes

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Birds of a Feather Linked Together: A Discriminative Topic Model using Link-based Priors
Weiwei Yang | Jordan Boyd-Graber | Philip Resnik

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Aligning Knowledge and Text Embeddings by Entity Descriptions
Huaping Zhong | Jianwen Zhang | Zhen Wang | Hai Wan | Zheng Chen

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An Empirical Analysis of Optimization for Max-Margin NLP
Jonathan K. Kummerfeld | Taylor Berg-Kirkpatrick | Dan Klein

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Learning Better Embeddings for Rare Words Using Distributional Representations
Irina Sergienya | Hinrich Schütze

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Composing Relationships with Translations
Alberto García-Durán | Antoine Bordes | Nicolas Usunier

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Noise or additional information? Leveraging crowdsource annotation item agreement for natural language tasks.
Emily Jamison | Iryna Gurevych

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Evaluation methods for unsupervised word embeddings
Tobias Schnabel | Igor Labutov | David Mimno | Thorsten Joachims

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Efficient Methods for Incorporating Knowledge into Topic Models
Yi Yang | Doug Downey | Jordan Boyd-Graber

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Traversing Knowledge Graphs in Vector Space
Kelvin Guu | John Miller | Percy Liang

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Density-Driven Cross-Lingual Transfer of Dependency Parsers
Mohammad Sadegh Rasooli | Michael Collins

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A Neural Network Model for Low-Resource Universal Dependency Parsing
Long Duong | Trevor Cohn | Steven Bird | Paul Cook

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Improved Transition-based Parsing by Modeling Characters instead of Words with LSTMs
Miguel Ballesteros | Chris Dyer | Noah A. Smith

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Sentence Compression by Deletion with LSTMs
Katja Filippova | Enrique Alfonseca | Carlos A. Colmenares | Lukasz Kaiser | Oriol Vinyals

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An Empirical Comparison Between N-gram and Syntactic Language Models for Word Ordering
Jiangming Liu | Yue Zhang

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A Neural Attention Model for Abstractive Sentence Summarization
Alexander M. Rush | Sumit Chopra | Jason Weston

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Scientific Article Summarization Using Citation-Context and Article’s Discourse Structure
Arman Cohan | Nazli Goharian

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Hashtag Recommendation Using Dirichlet Process Mixture Models Incorporating Types of Hashtags
Yeyun Gong | Qi Zhang | Xuanjing Huang

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A Graph-based Readability Assessment Method using Word Coupling
Zhiwei Jiang | Gang Sun | Qing Gu | Tao Bai | Daoxu Chen

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More Features Are Not Always Better: Evaluating Generalizing Models in Incident Type Classification of Tweets
Axel Schulz | Christian Guckelsberger | Benedikt Schmidt

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Flexible Domain Adaptation for Automated Essay Scoring Using Correlated Linear Regression
Peter Phandi | Kian Ming A. Chai | Hwee Tou Ng

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Show Me Your Evidence - an Automatic Method for Context Dependent Evidence Detection
Ruty Rinott | Lena Dankin | Carlos Alzate Perez | Mitesh M. Khapra | Ehud Aharoni | Noam Slonim

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Spelling Correction of User Search Queries through Statistical Machine Translation
Saša Hasan | Carmen Heger | Saab Mansour

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Human Evaluation of Grammatical Error Correction Systems
Roman Grundkiewicz | Marcin Junczys-Dowmunt | Edward Gillian

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Learning a Deep Hybrid Model for Semi-Supervised Text Classification
Alexander Ororbia II | C. Lee Giles | David Reitter

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Joint Embedding of Query and Ad by Leveraging Implicit Feedback
Sungjin Lee | Yifan Hu

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Automatic Extraction of Time Expressions Accross Domains in French Narratives
Mike Donald Tapi Nzali | Xavier Tannier | Aurélie Névéol

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Semi-Supervised Bootstrapping of Relationship Extractors with Distributional Semantics
David S. Batista | Bruno Martins | Mário J. Silva

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Extraction and generalisation of variables from scientific publications
Erwin Marsi | Pinar Öztürk

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Named entity recognition with document-specific KB tag gazetteers
Will Radford | Xavier Carreras | James Henderson

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“A Spousal Relation Begins with a Deletion of engage and Ends with an Addition of divorce”: Learning State Changing Verbs from Wikipedia Revision History
Derry Tanti Wijaya | Ndapandula Nakashole | Tom Mitchell

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Improving Distant Supervision for Information Extraction Using Label Propagation Through Lists
Lidong Bing | Sneha Chaudhari | Richard Wang | William Cohen

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An Entity-centric Approach for Overcoming Knowledge Graph Sparsity
Manjunath Hegde | Partha P. Talukdar

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Semantic Relation Classification via Convolutional Neural Networks with Simple Negative Sampling
Kun Xu | Yansong Feng | Songfang Huang | Dongyan Zhao

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A Baseline Temporal Tagger for all Languages
Jannik Strötgen | Michael Gertz

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Named Entity Recognition for Chinese Social Media with Jointly Trained Embeddings
Nanyun Peng | Mark Dredze

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Inferring Binary Relation Schemas for Open Information Extraction
Kangqi Luo | Xusheng Luo | Kenny Zhu

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LDTM: A Latent Document Type Model for Cumulative Citation Recommendation
Jingang Wang | Dandan Song | Zhiwei Zhang | Lejian Liao | Luo Si | Chin-Yew Lin

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Online Sentence Novelty Scoring for Topical Document Streams
Sungjin Lee

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Global Thread-level Inference for Comment Classification in Community Question Answering
Shafiq Joty | Alberto Barrón-Cedeño | Giovanni Da San Martino | Simone Filice | Lluís Màrquez | Alessandro Moschitti | Preslav Nakov

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Key Concept Identification for Medical Information Retrieval
Jiaping Zheng | Hong Yu

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Image-Mediated Learning for Zero-Shot Cross-Lingual Document Retrieval
Ruka Funaki | Hideki Nakayama

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Detecting Risks in the Banking System by Sentiment Analysis
Clemens Nopp | Allan Hanbury

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Sentiment Flow - A General Model of Web Review Argumentation
Henning Wachsmuth | Johannes Kiesel | Benno Stein

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Neural Networks for Open Domain Targeted Sentiment
Meishan Zhang | Yue Zhang | Duy-Tin Vo

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Extracting Condition-Opinion Relations Toward Fine-grained Opinion Mining
Yuki Nakayama | Atsushi Fujii

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A large annotated corpus for learning natural language inference
Samuel R. Bowman | Gabor Angeli | Christopher Potts | Christopher D. Manning

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Question-Answer Driven Semantic Role Labeling: Using Natural Language to Annotate Natural Language
Luheng He | Mike Lewis | Luke Zettlemoyer

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Name List Only? Target Entity Disambiguation in Short Texts
Yixin Cao | Juanzi Li | Xiaofei Guo | Shuanhu Bai | Heng Ji | Jie Tang

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Biography-Dependent Collaborative Entity Archiving for Slot Filling
Yu Hong | Xiaobin Wang | Yadong Chen | Jian Wang | Tongtao Zhang | Heng Ji

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Stochastic Top-k ListNet
Tianyi Luo | Dong Wang | Rong Liu | Yiqiao Pan

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Exploring Markov Logic Networks for Question Answering
Tushar Khot | Niranjan Balasubramanian | Eric Gribkoff | Ashish Sabharwal | Peter Clark | Oren Etzioni

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Language and Domain Independent Entity Linking with Quantified Collective Validation
Han Wang | Jin Guang Zheng | Xiaogang Ma | Peter Fox | Heng Ji

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Modeling Relation Paths for Representation Learning of Knowledge Bases
Yankai Lin | Zhiyuan Liu | Huanbo Luan | Maosong Sun | Siwei Rao | Song Liu

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Corpus-level Fine-grained Entity Typing Using Contextual Information
Yadollah Yaghoobzadeh | Hinrich Schütze

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Knowledge Base Unification via Sense Embeddings and Disambiguation
Claudio Delli Bovi | Luis Espinosa-Anke | Roberto Navigli

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Open-Domain Name Error Detection using a Multi-Task RNN
Hao Cheng | Hao Fang | Mari Ostendorf

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Extracting Relations between Non-Standard Entities using Distant Supervision and Imitation Learning
Isabelle Augenstein | Andreas Vlachos | Diana Maynard

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Sieve-Based Spatial Relation Extraction with Expanding Parse Trees
Jennifer D’Souza | Vincent Ng

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Mr. Bennet, his coachman, and the Archbishop walk into a bar but only one of them gets recognized: On The Difficulty of Detecting Characters in Literary Texts
Hardik Vala | David Jurgens | Andrew Piper | Derek Ruths

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Convolutional Sentence Kernel from Word Embeddings for Short Text Categorization
Jonghoon Kim | François Rousseau | Michalis Vazirgiannis

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Predicting the Structure of Cooking Recipes
Jermsak Jermsurawong | Nizar Habash

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TSDPMM: Incorporating Prior Topic Knowledge into Dirichlet Process Mixture Models for Text Clustering
Linmei Hu | Juanzi Li | Xiaoli Li | Chao Shao | Xuzhong Wang

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Sentence Modeling with Gated Recursive Neural Network
Xinchi Chen | Xipeng Qiu | Chenxi Zhu | Shiyu Wu | Xuanjing Huang

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Learning Timeline Difference for Text Categorization
Fumiyo Fukumoto | Yoshimi Suzuki

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Summarizing Topical Contents from PubMed Documents Using a Thematic Analysis
Sun Kim | Lana Yeganova | W. John Wilbur

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Recognizing Biographical Sections in Wikipedia
Alessio Palmero Aprosio | Sara Tonelli

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Learn to Solve Algebra Word Problems Using Quadratic Programming
Lipu Zhou | Shuaixiang Dai | Liwei Chen

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An Unsupervised Method for Discovering Lexical Variations in Roman Urdu Informal Text
Abdul Rafae | Abdul Qayyum | Muhammad Moeenuddin | Asim Karim | Hassan Sajjad | Faisal Kamiran

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Component-Enhanced Chinese Character Embeddings
Yanran Li | Wenjie Li | Fei Sun | Sujian Li

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Multi-label Text Categorization with Joint Learning Predictions-as-Features Method
Li Li | Houfeng Wang | Xu Sun | Baobao Chang | Shi Zhao | Lei Sha

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A Framework for Comparing Groups of Documents
Arun Maiya

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C3EL: A Joint Model for Cross-Document Co-Reference Resolution and Entity Linking
Sourav Dutta | Gerhard Weikum

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Joint Mention Extraction and Classification with Mention Hypergraphs
Wei Lu | Dan Roth

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FINET: Context-Aware Fine-Grained Named Entity Typing
Luciano Del Corro | Abdalghani Abujabal | Rainer Gemulla | Gerhard Weikum

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Joint Entity Recognition and Disambiguation
Gang Luo | Xiaojiang Huang | Chin-Yew Lin | Zaiqing Nie

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How Much Information Does a Human Translator Add to the Original?
Barret Zoph | Marjan Ghazvininejad | Kevin Knight

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Hierarchical Recurrent Neural Network for Document Modeling
Rui Lin | Shujie Liu | Muyun Yang | Mu Li | Ming Zhou | Sheng Li

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Auto-Sizing Neural Networks: With Applications to n-gram Language Models
Kenton Murray | David Chiang

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Dual Decomposition Inference for Graphical Models over Strings
Nanyun Peng | Ryan Cotterell | Jason Eisner

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Discourse parsing for multi-party chat dialogues
Stergos Afantenos | Eric Kow | Nicholas Asher | Jérémy Perret

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Joint prediction in MST-style discourse parsing for argumentation mining
Andreas Peldszus | Manfred Stede

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Feature-Rich Two-Stage Logistic Regression for Monolingual Alignment
Md Arafat Sultan | Steven Bethard | Tamara Sumner

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Semantic Role Labeling with Neural Network Factors
Nicholas FitzGerald | Oscar Täckström | Kuzman Ganchev | Dipanjan Das

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RELLY: Inferring Hypernym Relationships Between Relational Phrases
Adam Grycner | Gerhard Weikum | Jay Pujara | James Foulds | Lise Getoor

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Mise en Place: Unsupervised Interpretation of Instructional Recipes
Chloé Kiddon | Ganesa Thandavam Ponnuraj | Luke Zettlemoyer | Yejin Choi

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Semantic Framework for Comparison Structures in Natural Language
Omid Bakhshandeh | James Allen

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Sarcastic or Not: Word Embeddings to Predict the Literal or Sarcastic Meaning of Words
Debanjan Ghosh | Weiwei Guo | Smaranda Muresan

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Incorporating Trustiness and Collective Synonym/Contrastive Evidence into Taxonomy Construction
Anh Tuan Luu | Jung-jae Kim | See Kiong Ng

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Learning to Automatically Solve Logic Grid Puzzles
Arindam Mitra | Chitta Baral

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Improving fast_align by Reordering
Chenchen Ding | Masao Utiyama | Eiichiro Sumita

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Touch-Based Pre-Post-Editing of Machine Translation Output
Benjamin Marie | Aurélien Max

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A Discriminative Training Procedure for Continuous Translation Models
Quoc-Khanh Do | Alexandre Allauzen | François Yvon

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System Combination for Machine Translation through Paraphrasing
Wei-Yun Ma | Kathleen McKeown

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Hierarchical Incremental Adaptation for Statistical Machine Translation
Joern Wuebker | Spence Green | John DeNero

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ReVal: A Simple and Effective Machine Translation Evaluation Metric Based on Recurrent Neural Networks
Rohit Gupta | Constantin Orăsan | Josef van Genabith

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Investigating Continuous Space Language Models for Machine Translation Quality Estimation
Kashif Shah | Raymond W. M. Ng | Fethi Bougares | Lucia Specia

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Supervised Phrase Table Triangulation with Neural Word Embeddings for Low-Resource Languages
Tomer Levinboim | David Chiang

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Translation Invariant Word Embeddings
Kejun Huang | Matt Gardner | Evangelos Papalexakis | Christos Faloutsos | Nikos Sidiropoulos | Tom Mitchell | Partha P. Talukdar | Xiao Fu

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Hierarchical Phrase-based Stream Decoding
Andrew Finch | Xiaolin Wang | Masao Utiyama | Eiichiro Sumita

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Rule Selection with Soft Syntactic Features for String-to-Tree Statistical Machine Translation
Fabienne Braune | Nina Seemann | Alexander Fraser

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Motivating Personality-aware Machine Translation
Shachar Mirkin | Scott Nowson | Caroline Brun | Julien Perez

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Trans-gram, Fast Cross-lingual Word-embeddings
Jocelyn Coulmance | Jean-Marc Marty | Guillaume Wenzek | Amine Benhalloum

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The Overall Markedness of Discourse Relations
Lifeng Jin | Marie-Catherine de Marneffe

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Experiments in Open Domain Deception Detection
Verónica Pérez-Rosas | Rada Mihalcea

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A model of rapid phonotactic generalization
Tal Linzen | Timothy O’Donnell

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Automatically Solving Number Word Problems by Semantic Parsing and Reasoning
Shuming Shi | Yuehui Wang | Chin-Yew Lin | Xiaojiang Liu | Yong Rui

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Parsing English into Abstract Meaning Representation Using Syntax-Based Machine Translation
Michael Pust | Ulf Hermjakob | Kevin Knight | Daniel Marcu | Jonathan May

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The Forest Convolutional Network: Compositional Distributional Semantics with a Neural Chart and without Binarization
Phong Le | Willem Zuidema

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Alignment-Based Compositional Semantics for Instruction Following
Jacob Andreas | Dan Klein

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Do we need bigram alignment models? On the effect of alignment quality on transduction accuracy in G2P
Steffen Eger

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Keyboard Logs as Natural Annotations for Word Segmentation
Fumihiko Takahasi | Shinsuke Mori

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Long Short-Term Memory Neural Networks for Chinese Word Segmentation
Xinchi Chen | Xipeng Qiu | Chenxi Zhu | Pengfei Liu | Xuanjing Huang

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Semi-supervised Chinese Word Segmentation based on Bilingual Information
Wei Chen | Bo Xu

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Hierarchical Back-off Modeling of Hiero Grammar based on Non-parametric Bayesian Model
Hidetaka Kamigaito | Taro Watanabe | Hiroya Takamura | Manabu Okumura | Eiichiro Sumita

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Consistency-Aware Search for Word Alignment
Shiqi Shen | Yang Liu | Maosong Sun | Huanbo Luan

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Graph-Based Collective Lexical Selection for Statistical Machine Translation
Jinsong Su | Deyi Xiong | Shujian Huang | Xianpei Han | Junfeng Yao

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Bilingual Correspondence Recursive Autoencoder for Statistical Machine Translation
Jinsong Su | Deyi Xiong | Biao Zhang | Yang Liu | Junfeng Yao | Min Zhang

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How to Avoid Unwanted Pregnancies: Domain Adaptation using Neural Network Models
Shafiq Joty | Hassan Sajjad | Nadir Durrani | Kamla Al-Mannai | Ahmed Abdelali | Stephan Vogel

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Detecting Content-Heavy Sentences: A Cross-Language Case Study
Junyi Jessy Li | Ani Nenkova

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Search-Aware Tuning for Hierarchical Phrase-based Decoding
Feifei Zhai | Liang Huang | Kai Zhao

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Part-of-speech Taggers for Low-resource Languages using CCA Features
Young-Bum Kim | Benjamin Snyder | Ruhi Sarikaya

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An Improved Tag Dictionary for Faster Part-of-Speech Tagging
Robert Moore

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Improving Arabic Diacritization through Syntactic Analysis
Anas Shahrour | Salam Khalifa | Nizar Habash

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Combining Discrete and Continuous Features for Deterministic Transition-based Dependency Parsing
Meishan Zhang | Yue Zhang

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Efficient Inner-to-outer Greedy Algorithm for Higher-order Labeled Dependency Parsing
Xuezhe Ma | Eduard Hovy

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Online Updating of Word Representations for Part-of-Speech Tagging
Wenpeng Yin | Tobias Schnabel | Hinrich Schütze

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Empty Category Detection using Path Features and Distributed Case Frames
Shunsuke Takeno | Masaaki Nagata | Kazuhide Yamamoto

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Foreebank: Syntactic Analysis of Customer Support Forums
Rasoul Kaljahi | Jennifer Foster | Johann Roturier | Corentin Ribeyre | Teresa Lynn | Joseph Le Roux

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Semi-supervised Dependency Parsing using Bilexical Contextual Features from Auto-Parsed Data
Eliyahu Kiperwasser | Yoav Goldberg

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Improved Transition-Based Parsing and Tagging with Neural Networks
Chris Alberti | David Weiss | Greg Coppola | Slav Petrov

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Syntactic Parse Fusion
Do Kook Choe | David McClosky | Eugene Charniak

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Not All Contexts Are Created Equal: Better Word Representations with Variable Attention
Wang Ling | Yulia Tsvetkov | Silvio Amir | Ramón Fermandez | Chris Dyer | Alan W Black | Isabel Trancoso | Chu-Cheng Lin

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An Improved Non-monotonic Transition System for Dependency Parsing
Matthew Honnibal | Mark Johnson

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Improving Statistical Machine Translation with a Multilingual Paraphrase Database
Ramtin Mehdizadeh Seraj | Maryam Siahbani | Anoop Sarkar

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Learning Semantic Representations for Nonterminals in Hierarchical Phrase-Based Translation
Xing Wang | Deyi Xiong | Min Zhang

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A Comparison between Count and Neural Network Models Based on Joint Translation and Reordering Sequences
Andreas Guta | Tamer Alkhouli | Jan-Thorsten Peter | Joern Wuebker | Hermann Ney

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Effective Approaches to Attention-based Neural Machine Translation
Thang Luong | Hieu Pham | Christopher D. Manning

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Document Modeling with Gated Recurrent Neural Network for Sentiment Classification
Duyu Tang | Bing Qin | Ting Liu

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Fine-grained Opinion Mining with Recurrent Neural Networks and Word Embeddings
Pengfei Liu | Shafiq Joty | Helen Meng

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Joint A* CCG Parsing and Semantic Role Labelling
Mike Lewis | Luheng He | Luke Zettlemoyer

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Improving Semantic Parsing with Enriched Synchronous Context-Free Grammar
Junhui Li | Muhua Zhu | Wei Lu | Guodong Zhou

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Solving Geometry Problems: Combining Text and Diagram Interpretation
Minjoon Seo | Hannaneh Hajishirzi | Ali Farhadi | Oren Etzioni | Clint Malcolm

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Do You See What I Mean? Visual Resolution of Linguistic Ambiguities
Yevgeni Berzak | Andrei Barbu | Daniel Harari | Boris Katz | Shimon Ullman

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Efficient and Expressive Knowledge Base Completion Using Subgraph Feature Extraction
Matt Gardner | Tom Mitchell

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Representing Text for Joint Embedding of Text and Knowledge Bases
Kristina Toutanova | Danqi Chen | Patrick Pantel | Hoifung Poon | Pallavi Choudhury | Michael Gamon

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A Utility Model of Authors in the Scientific Community
Yanchuan Sim | Bryan Routledge | Noah A. Smith

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Finding Function in Form: Compositional Character Models for Open Vocabulary Word Representation
Wang Ling | Chris Dyer | Alan W Black | Isabel Trancoso | Ramón Fermandez | Silvio Amir | Luís Marujo | Tiago Luís

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Syntax-Aware Multi-Sense Word Embeddings for Deep Compositional Models of Meaning
Jianpeng Cheng | Dimitri Kartsaklis

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Conversation Trees: A Grammar Model for Topic Structure in Forums
Annie Louis | Shay B. Cohen

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Fast, Flexible Models for Discovering Topic Correlation across Weakly-Related Collections
Jingwei Zhang | Aaron Gerow | Jaan Altosaar | James Evans | Richard Jean So

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Molding CNNs for text: non-linear, non-consecutive convolutions
Tao Lei | Regina Barzilay | Tommi Jaakkola

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Multi-Perspective Sentence Similarity Modeling with Convolutional Neural Networks
Hua He | Kevin Gimpel | Jimmy Lin

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Posterior calibration and exploratory analysis for natural language processing models
Khanh Nguyen | Brendan O’Connor

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A Generative Word Embedding Model and its Low Rank Positive Semidefinite Solution
Shaohua Li | Jun Zhu | Chunyan Miao

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Reading Documents for Bayesian Online Change Point Detection
Taehoon Kim | Jaesik Choi

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Recognizing Textual Entailment Using Probabilistic Inference
Lei Sha | Sujian Li | Baobao Chang | Zhifang Sui | Tingsong Jiang

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Chinese Semantic Role Labeling with Bidirectional Recurrent Neural Networks
Zhen Wang | Tingsong Jiang | Baobao Chang | Zhifang Sui

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Unsupervised Negation Focus Identification with Word-Topic Graph Model
Bowei Zou | Guodong Zhou | Qiaoming Zhu

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Reverse-engineering Language: A Study on the Semantic Compositionality of German Compounds
Corina Dima

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Event Detection and Factuality Assessment with Non-Expert Supervision
Kenton Lee | Yoav Artzi | Yejin Choi | Luke Zettlemoyer

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Large-Scale Acquisition of Entailment Pattern Pairs by Exploiting Transitivity
Julien Kloetzer | Kentaro Torisawa | Chikara Hashimoto | Jong-Hoon Oh

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Context-Dependent Knowledge Graph Embedding
Yuanfei Luo | Quan Wang | Bin Wang | Li Guo

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Learning to Identify the Best Contexts for Knowledge-based WSD
Evgenia Wasserman Pritsker | William Cohen | Einat Minkov

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Measuring Prerequisite Relations Among Concepts
Chen Liang | Zhaohui Wu | Wenyi Huang | C. Lee Giles

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Adapting Phrase-based Machine Translation to Normalise Medical Terms in Social Media Messages
Nut Limsopatham | Nigel Collier

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Script Induction as Language Modeling
Rachel Rudinger | Pushpendre Rastogi | Francis Ferraro | Benjamin Van Durme

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Online Learning of Interpretable Word Embeddings
Hongyin Luo | Zhiyuan Liu | Huanbo Luan | Maosong Sun

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A Strong Lexical Matching Method for the Machine Comprehension Test
Ellery Smith | Nicola Greco | Matko Bošnjak | Andreas Vlachos

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Broad-coverage CCG Semantic Parsing with AMR
Yoav Artzi | Kenton Lee | Luke Zettlemoyer

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Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems
Tsung-Hsien Wen | Milica Gašić | Nikola Mrkšić | Pei-Hao Su | David Vandyke | Steve Young

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Do Multi-Sense Embeddings Improve Natural Language Understanding?
Jiwei Li | Dan Jurafsky

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Learning Semantic Composition to Detect Non-compositionality of Multiword Expressions
Majid Yazdani | Meghdad Farahmand | James Henderson

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Solving General Arithmetic Word Problems
Subhro Roy | Dan Roth

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Distant Supervision for Relation Extraction via Piecewise Convolutional Neural Networks
Daojian Zeng | Kang Liu | Yubo Chen | Jun Zhao

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CORE: Context-Aware Open Relation Extraction with Factorization Machines
Fabio Petroni | Luciano Del Corro | Rainer Gemulla

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Improved Relation Extraction with Feature-Rich Compositional Embedding Models
Matthew R. Gormley | Mo Yu | Mark Dredze

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Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths
Yan Xu | Lili Mou | Ge Li | Yunchuan Chen | Hao Peng | Zhi Jin

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A Computational Cognitive Model of Novel Word Generalization
Aida Nematzadeh | Erin Grant | Suzanne Stevenson

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Personality Profiling of Fictional Characters using Sense-Level Links between Lexical Resources
Lucie Flekova | Iryna Gurevych

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Leave-one-out Word Alignment without Garbage Collector Effects
Xiaolin Wang | Masao Utiyama | Andrew Finch | Taro Watanabe | Eiichiro Sumita

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Generalized Agreement for Bidirectional Word Alignment
Chunyang Liu | Yang Liu | Maosong Sun | Huanbo Luan | Heng Yu

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A Transition-based Model for Joint Segmentation, POS-tagging and Normalization
Tao Qian | Yue Zhang | Meishan Zhang | Yafeng Ren | Donghong Ji

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Multilingual discriminative lexicalized phrase structure parsing
Benoit Crabbé

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Hierarchical Low-Rank Tensors for Multilingual Transfer Parsing
Yuan Zhang | Regina Barzilay

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Diversity in Spectral Learning for Natural Language Parsing
Shashi Narayan | Shay B. Cohen

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Transition-based Dependency Parsing Using Two Heterogeneous Gated Recursive Neural Networks
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#SupportTheCause: Identifying Motivations to Participate in Online Health Campaigns
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Classifying Tweet Level Judgements of Rumours in Social Media
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