Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing

Jian Su, Kevin Duh, Xavier Carreras (Editors)

Anthology ID:: D16-1
Month:: November
Year:: 2016
Address:: Austin, Texas
Venue:: EMNLP
SIG:: SIGDAT
Publisher:: Association for Computational Linguistics
URL:: https://preview.aclanthology.org/bootstrap-5/D16-1/
DOI:: 10.18653/v1/D16-1
Bib Export formats:: BibTeX
PDF:: https://preview.aclanthology.org/bootstrap-5/D16-1.pdf

Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing
Jian Su | Kevin Duh | Xavier Carreras

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Span-Based Constituency Parsing with a Structure-Label System and Provably Optimal Dynamic Oracles
James Cross | Liang Huang

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Rule Extraction for Tree-to-Tree Transducers by Cost Minimization
Pascual Martínez-Gómez | Yusuke Miyao

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A Neural Network for Coordination Boundary Prediction
Jessica Ficler | Yoav Goldberg

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Using Left-corner Parsing to Encode Universal Structural Constraints in Grammar Induction
Hiroshi Noji | Yusuke Miyao | Mark Johnson

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Distinguishing Past, On-going, and Future Events: The EventStatus Corpus
Ruihong Huang | Ignacio Cases | Dan Jurafsky | Cleo Condoravdi | Ellen Riloff

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Nested Propositions in Open Information Extraction
Nikita Bhutani | H. V. Jagadish | Dragomir Radev

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A Position Encoding Convolutional Neural Network Based on Dependency Tree for Relation Classification
Yunlun Yang | Yunhai Tong | Shulei Ma | Zhi-Hong Deng

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Learning to Recognize Discontiguous Entities
Aldrian Obaja Muis | Wei Lu

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Modeling Human Reading with Neural Attention
Michael Hahn | Frank Keller

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Comparing Computational Cognitive Models of Generalization in a Language Acquisition Task
Libby Barak | Adele E. Goldberg | Suzanne Stevenson

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Rationalizing Neural Predictions
Tao Lei | Regina Barzilay | Tommi Jaakkola

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Deep Multi-Task Learning with Shared Memory for Text Classification
Pengfei Liu | Xipeng Qiu | Xuanjing Huang

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Creating Causal Embeddings for Question Answering with Minimal Supervision
Rebecca Sharp | Mihai Surdeanu | Peter Jansen | Peter Clark | Michael Hammond

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Improving Semantic Parsing via Answer Type Inference
Semih Yavuz | Izzeddin Gur | Yu Su | Mudhakar Srivatsa | Xifeng Yan

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Semantic Parsing to Probabilistic Programs for Situated Question Answering
Jayant Krishnamurthy | Oyvind Tafjord | Aniruddha Kembhavi

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Event participant modelling with neural networks
Ottokar Tilk | Vera Demberg | Asad Sayeed | Dietrich Klakow | Stefan Thater

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Context-Dependent Sense Embedding
Lin Qiu | Kewei Tu | Yong Yu

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Jointly Embedding Knowledge Graphs and Logical Rules
Shu Guo | Quan Wang | Lihong Wang | Bin Wang | Li Guo

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Learning Connective-based Word Representations for Implicit Discourse Relation Identification
Chloé Braud | Pascal Denis

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Aspect Level Sentiment Classification with Deep Memory Network
Duyu Tang | Bing Qin | Ting Liu

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Lifelong-RL: Lifelong Relaxation Labeling for Separating Entities and Aspects in Opinion Targets
Lei Shu | Bing Liu | Hu Xu | Annice Kim

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Learning Sentence Embeddings with Auxiliary Tasks for Cross-Domain Sentiment Classification
Jianfei Yu | Jing Jiang

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Attention-based LSTM Network for Cross-Lingual Sentiment Classification
Xinjie Zhou | Xiaojun Wan | Jianguo Xiao

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Neural versus Phrase-Based Machine Translation Quality: a Case Study
Luisa Bentivogli | Arianna Bisazza | Mauro Cettolo | Marcello Federico

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Zero-Resource Translation with Multi-Lingual Neural Machine Translation
Orhan Firat | Baskaran Sankaran | Yaser Al-onaizan | Fatos T. Yarman Vural | Kyunghyun Cho

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Memory-enhanced Decoder for Neural Machine Translation
Mingxuan Wang | Zhengdong Lu | Hang Li | Qun Liu

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Semi-Supervised Learning of Sequence Models with Method of Moments
Zita Marinho | André F. T. Martins | Shay B. Cohen | Noah A. Smith

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Learning from Explicit and Implicit Supervision Jointly For Algebra Word Problems
Shyam Upadhyay | Ming-Wei Chang | Kai-Wei Chang | Wen-tau Yih

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TweeTime : A Minimally Supervised Method for Recognizing and Normalizing Time Expressions in Twitter
Jeniya Tabassum | Alan Ritter | Wei Xu

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Language as a Latent Variable: Discrete Generative Models for Sentence Compression
Yishu Miao | Phil Blunsom

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Globally Coherent Text Generation with Neural Checklist Models
Chloé Kiddon | Luke Zettlemoyer | Yejin Choi

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A Dataset and Evaluation Metrics for Abstractive Compression of Sentences and Short Paragraphs
Kristina Toutanova | Chris Brockett | Ke M. Tran | Saleema Amershi

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PaCCSS-IT: A Parallel Corpus of Complex-Simple Sentences for Automatic Text Simplification
Dominique Brunato | Andrea Cimino | Felice Dell’Orletta | Giulia Venturi

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Discourse Parsing with Attention-based Hierarchical Neural Networks
Qi Li | Tianshi Li | Baobao Chang

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Event Detection and Co-reference with Minimal Supervision
Haoruo Peng | Yangqiu Song | Dan Roth

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Learning Term Embeddings for Taxonomic Relation Identification Using Dynamic Weighting Neural Network
Anh Tuan Luu | Yi Tay | Siu Cheung Hui | See Kiong Ng

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Relation Schema Induction using Tensor Factorization with Side Information
Madhav Nimishakavi | Uday Singh Saini | Partha Talukdar

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Supervised Distributional Hypernym Discovery via Domain Adaptation
Luis Espinosa-Anke | Jose Camacho-Collados | Claudio Delli Bovi | Horacio Saggion

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Latent Tree Language Model
Tomáš Brychcín

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Comparing Data Sources and Architectures for Deep Visual Representation Learning in Semantics
Douwe Kiela | Anita Lilla Verő | Stephen Clark

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The Structured Weighted Violations Perceptron Algorithm
Rotem Dror | Roi Reichart

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Morphological Priors for Probabilistic Neural Word Embeddings
Parminder Bhatia | Robert Guthrie | Jacob Eisenstein

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Automatic Cross-Lingual Similarization of Dependency Grammars for Tree-based Machine Translation
Wenbin Jiang | Wen Zhang | Jinan Xu | Rangjia Cai

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IRT-based Aggregation Model of Crowdsourced Pairwise Comparison for Evaluating Machine Translations
Naoki Otani | Toshiaki Nakazawa | Daisuke Kawahara | Sadao Kurohashi

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Variational Neural Machine Translation
Biao Zhang | Deyi Xiong | Jinsong Su | Hong Duan | Min Zhang

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Towards a Convex HMM Surrogate for Word Alignment
Andrei Simion | Michael Collins | Cliff Stein

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Long Short-Term Memory-Networks for Machine Reading
Jianpeng Cheng | Li Dong | Mirella Lapata

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Learning to Translate for Multilingual Question Answering
Ferhan Ture | Elizabeth Boschee

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A Semiparametric Model for Bayesian Reader Identification
Ahmed Abdelwahab | Reinhold Kliegl | Niels Landwehr

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Inducing Domain-Specific Sentiment Lexicons from Unlabeled Corpora
William L. Hamilton | Kevin Clark | Jure Leskovec | Dan Jurafsky

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Attention-based LSTM for Aspect-level Sentiment Classification
Yequan Wang | Minlie Huang | Xiaoyan Zhu | Li Zhao

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Recursive Neural Conditional Random Fields for Aspect-based Sentiment Analysis
Wenya Wang | Sinno Jialin Pan | Daniel Dahlmeier | Xiaokui Xiao

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Extracting Aspect Specific Opinion Expressions
Abhishek Laddha | Arjun Mukherjee

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Emotion Distribution Learning from Texts
Deyu Zhou | Xuan Zhang | Yin Zhou | Quan Zhao | Xin Geng

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Building an Evaluation Scale using Item Response Theory
John P. Lalor | Hao Wu | Hong Yu

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WordRank: Learning Word Embeddings via Robust Ranking
Shihao Ji | Hyokun Yun | Pinar Yanardag | Shin Matsushima | S. V. N. Vishwanathan

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Exploring Semantic Representation in Brain Activity Using Word Embeddings
Yu-Ping Ruan | Zhen-Hua Ling | Yu Hu

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Identifying Dogmatism in Social Media: Signals and Models
Ethan Fast | Eric Horvitz

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Enhanced Personalized Search using Social Data
Dong Zhou | Séamus Lawless | Xuan Wu | Wenyu Zhao | Jianxun Liu

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Effective Greedy Inference for Graph-based Non-Projective Dependency Parsing
Ilan Tchernowitz | Liron Yedidsion | Roi Reichart

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Generating Abbreviations for Chinese Named Entities Using Recurrent Neural Network with Dynamic Dictionary
Qi Zhang | Jin Qian | Ya Guo | Yaqian Zhou | Xuanjing Huang

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Neural Network for Heterogeneous Annotations
Hongshen Chen | Yue Zhang | Qun Liu

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LAMB: A Good Shepherd of Morphologically Rich Languages
Sebastian Ebert | Thomas Müller | Hinrich Schütze

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Fast Coupled Sequence Labeling on Heterogeneous Annotations via Context-aware Pruning
Zhenghua Li | Jiayuan Chao | Min Zhang | Jiwen Yang

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Unsupervised Neural Dependency Parsing
Yong Jiang | Wenjuan Han | Kewei Tu

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Generating Coherent Summaries of Scientific Articles Using Coherence Patterns
Daraksha Parveen | Mohsen Mesgar | Michael Strube

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Rationale-Augmented Convolutional Neural Networks for Text Classification
Ye Zhang | Iain Marshall | Byron C. Wallace

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Transferring User Interests Across Websites with Unstructured Text for Cold-Start Recommendation
Yu-Yang Huang | Shou-De Lin

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Analyzing Linguistic Knowledge in Sequential Model of Sentence
Peng Qian | Xipeng Qiu | Xuanjing Huang

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Keyphrase Extraction Using Deep Recurrent Neural Networks on Twitter
Qi Zhang | Yang Wang | Yeyun Gong | Xuanjing Huang

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Solving and Generating Chinese Character Riddles
Chuanqi Tan | Furu Wei | Li Dong | Weifeng Lv | Ming Zhou

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Structured prediction models for RNN based sequence labeling in clinical text
Abhyuday Jagannatha | Hong Yu

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Learning to Represent Review with Tensor Decomposition for Spam Detection
Xuepeng Wang | Kang Liu | Shizhu He | Jun Zhao

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Stance Detection with Bidirectional Conditional Encoding
Isabelle Augenstein | Tim Rocktäschel | Andreas Vlachos | Kalina Bontcheva

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Modeling Skip-Grams for Event Detection with Convolutional Neural Networks
Thien Huu Nguyen | Ralph Grishman

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Porting an Open Information Extraction System from English to German
Tobias Falke | Gabriel Stanovsky | Iryna Gurevych | Ido Dagan

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Named Entity Recognition for Novel Types by Transfer Learning
Lizhen Qu | Gabriela Ferraro | Liyuan Zhou | Weiwei Hou | Timothy Baldwin

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Extracting Subevents via an Effective Two-phase Approach
Allison Badgett | Ruihong Huang

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Gaussian Visual-Linguistic Embedding for Zero-Shot Recognition
Tanmoy Mukherjee | Timothy Hospedales

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Question Relevance in VQA: Identifying Non-Visual And False-Premise Questions
Arijit Ray | Gordon Christie | Mohit Bansal | Dhruv Batra | Devi Parikh

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Sort Story: Sorting Jumbled Images and Captions into Stories
Harsh Agrawal | Arjun Chandrasekaran | Dhruv Batra | Devi Parikh | Mohit Bansal

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Human Attention in Visual Question Answering: Do Humans and Deep Networks look at the same regions?
Abhishek Das | Harsh Agrawal | Larry Zitnick | Devi Parikh | Dhruv Batra

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Recurrent Residual Learning for Sequence Classification
Yiren Wang | Fei Tian

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Richer Interpolative Smoothing Based on Modified Kneser-Ney Language Modeling
Ehsan Shareghi | Trevor Cohn | Gholamreza Haffari

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A General Regularization Framework for Domain Adaptation
Wei Lu | Hai Leong Chieu | Jonathan Löfgren

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Coverage Embedding Models for Neural Machine Translation
Haitao Mi | Baskaran Sankaran | Zhiguo Wang | Abe Ittycheriah

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Neural Morphological Analysis: Encoding-Decoding Canonical Segments
Katharina Kann | Ryan Cotterell | Hinrich Schütze

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Exploiting Mutual Benefits between Syntax and Semantic Roles using Neural Network
Peng Shi | Zhiyang Teng | Yue Zhang

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The Effects of Data Size and Frequency Range on Distributional Semantic Models
Magnus Sahlgren | Alessandro Lenci

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Multi-Granularity Chinese Word Embedding
Rongchao Yin | Quan Wang | Peng Li | Rui Li | Bin Wang

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Numerically Grounded Language Models for Semantic Error Correction
Georgios Spithourakis | Isabelle Augenstein | Sebastian Riedel

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Towards Semi-Automatic Generation of Proposition Banks for Low-Resource Languages
Alan Akbik | Vishwajeet Kumar | Yunyao Li

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A Hierarchical Model of Reviews for Aspect-based Sentiment Analysis
Sebastian Ruder | Parsa Ghaffari | John G. Breslin

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Are Word Embedding-based Features Useful for Sarcasm Detection?
Aditya Joshi | Vaibhav Tripathi | Kevin Patel | Pushpak Bhattacharyya | Mark Carman

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Weakly Supervised Tweet Stance Classification by Relational Bootstrapping
Javid Ebrahimi | Dejing Dou | Daniel Lowd

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The Gun Violence Database: A new task and data set for NLP
Ellie Pavlick | Heng Ji | Xiaoman Pan | Chris Callison-Burch

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Fluency detection on communication networks
Tom Lippincott | Benjamin Van Durme

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Characterizing the Language of Online Communities and its Relation to Community Reception
Trang Tran | Mari Ostendorf

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Joint Transition-based Dependency Parsing and Disfluency Detection for Automatic Speech Recognition Texts
Masashi Yoshikawa | Hiroyuki Shindo | Yuji Matsumoto

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

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Neural Headline Generation on Abstract Meaning Representation
Sho Takase | Jun Suzuki | Naoaki Okazaki | Tsutomu Hirao | Masaaki Nagata

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Robust Gram Embeddings
Taygun Kekeç | David M. J. Tax

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SimpleScience: Lexical Simplification of Scientific Terminology
Yea-Seul Kim | Jessica Hullman | Matthew Burgess | Eytan Adar

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Automatic Features for Essay Scoring – An Empirical Study
Fei Dong | Yue Zhang

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Equation Parsing : Mapping Sentences to Grounded Equations
Subhro Roy | Shyam Upadhyay | Dan Roth

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Automatic Extraction of Implicit Interpretations from Modal Constructions
Jordan Sanders | Eduardo Blanco

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Understanding Negation in Positive Terms Using Syntactic Dependencies
Zahra Sarabi | Eduardo Blanco

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Demographic Dialectal Variation in Social Media: A Case Study of African-American English
Su Lin Blodgett | Lisa Green | Brendan O’Connor

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Detecting and Characterizing Events
Allison Chaney | Hanna Wallach | Matthew Connelly | David Blei

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Convolutional Neural Network Language Models
Ngoc-Quan Pham | German Kruszewski | Gemma Boleda

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Generalizing and Hybridizing Count-based and Neural Language Models
Graham Neubig | Chris Dyer

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Reasoning about Pragmatics with Neural Listeners and Speakers
Jacob Andreas | Dan Klein

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Generating Topical Poetry
Marjan Ghazvininejad | Xing Shi | Yejin Choi | Kevin Knight

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Neural Text Generation from Structured Data with Application to the Biography Domain
Rémi Lebret | David Grangier | Michael Auli

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What makes a convincing argument? Empirical analysis and detecting attributes of convincingness in Web argumentation
Ivan Habernal | Iryna Gurevych

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Recognizing Implicit Discourse Relations via Repeated Reading: Neural Networks with Multi-Level Attention
Yang Liu | Sujian Li

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Antecedent Selection for Sluicing: Structure and Content
Pranav Anand | Daniel Hardt

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Intra-Sentential Subject Zero Anaphora Resolution using Multi-Column Convolutional Neural Network
Ryu Iida | Kentaro Torisawa | Jong-Hoon Oh | Canasai Kruengkrai | Julien Kloetzer

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An Unsupervised Probability Model for Speech-to-Translation Alignment of Low-Resource Languages
Antonios Anastasopoulos | David Chiang | Long Duong

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HUME: Human UCCA-Based Evaluation of Machine Translation
Alexandra Birch | Omri Abend | Ondřej Bojar | Barry Haddow

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Improving Multilingual Named Entity Recognition with Wikipedia Entity Type Mapping
Jian Ni | Radu Florian

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Learning Crosslingual Word Embeddings without Bilingual Corpora
Long Duong | Hiroshi Kanayama | Tengfei Ma | Steven Bird | Trevor Cohn

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Sequence-to-Sequence Learning as Beam-Search Optimization
Sam Wiseman | Alexander M. Rush

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Online Segment to Segment Neural Transduction
Lei Yu | Jan Buys | Phil Blunsom

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Sequence-Level Knowledge Distillation
Yoon Kim | Alexander M. Rush

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Controlling Output Length in Neural Encoder-Decoders
Yuta Kikuchi | Graham Neubig | Ryohei Sasano | Hiroya Takamura | Manabu Okumura

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Poet Admits // Mute Cypher: Beam Search to find Mutually Enciphering Poetic Texts
Cole Peterson | Alona Fyshe

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All Fingers are not Equal: Intensity of References in Scientific Articles
Tanmoy Chakraborty | Ramasuri Narayanam

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Improving Users’ Demographic Prediction via the Videos They Talk about
Yuan Wang | Yang Xiao | Chao Ma | Zhen Xiao

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Mining Inference Formulas by Goal-Directed Random Walks
Zhuoyu Wei | Jun Zhao | Kang Liu

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Lifted Rule Injection for Relation Embeddings
Thomas Demeester | Tim Rocktäschel | Sebastian Riedel

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Analyzing Framing through the Casts of Characters in the News
Dallas Card | Justin Gross | Amber Boydstun | Noah A. Smith

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The Teams Corpus and Entrainment in Multi-Party Spoken Dialogues
Diane Litman | Susannah Paletz | Zahra Rahimi | Stefani Allegretti | Caitlin Rice

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Personalized Emphasis Framing for Persuasive Message Generation
Tao Ding | Shimei Pan

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Toward Socially-Infused Information Extraction: Embedding Authors, Mentions, and Entities
Yi Yang | Ming-Wei Chang | Jacob Eisenstein

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Phonologically Aware Neural Model for Named Entity Recognition in Low Resource Transfer Settings
Akash Bharadwaj | David Mortensen | Chris Dyer | Jaime Carbonell

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Long-Short Range Context Neural Networks for Language Modeling
Youssef Oualil | Mittul Singh | Clayton Greenberg | Dietrich Klakow

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

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Length bias in Encoder Decoder Models and a Case for Global Conditioning
Pavel Sountsov | Sunita Sarawagi

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Does String-Based Neural MT Learn Source Syntax?
Xing Shi | Inkit Padhi | Kevin Knight

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Exploiting Source-side Monolingual Data in Neural Machine Translation
Jiajun Zhang | Chengqing Zong

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Phrase-based Machine Translation is State-of-the-Art for Automatic Grammatical Error Correction
Marcin Junczys-Dowmunt | Roman Grundkiewicz

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

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Transfer Learning for Low-Resource Neural Machine Translation
Barret Zoph | Deniz Yuret | Jonathan May | Kevin Knight

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MixKMeans: Clustering Question-Answer Archives
Deepak P

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It Takes Three to Tango: Triangulation Approach to Answer Ranking in Community Question Answering
Preslav Nakov | Lluís Màrquez | Francisco Guzmán

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Character-Level Question Answering with Attention
Xiaodong He | David Golub

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Learning to Generate Textual Data
Guillaume Bouchard | Pontus Stenetorp | Sebastian Riedel

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A Theme-Rewriting Approach for Generating Algebra Word Problems
Rik Koncel-Kedziorski | Ioannis Konstas | Luke Zettlemoyer | Hannaneh Hajishirzi

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Context-Sensitive Lexicon Features for Neural Sentiment Analysis
Zhiyang Teng | Duy-Tin Vo | Yue Zhang

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Event-Driven Emotion Cause Extraction with Corpus Construction
Lin Gui | Dongyin Wu | Ruifeng Xu | Qin Lu | Yu Zhou

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Neural Sentiment Classification with User and Product Attention
Huimin Chen | Maosong Sun | Cunchao Tu | Yankai Lin | Zhiyuan Liu

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Cached Long Short-Term Memory Neural Networks for Document-Level Sentiment Classification
Jiacheng Xu | Danlu Chen | Xipeng Qiu | Xuanjing Huang

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Deep Neural Networks with Massive Learned Knowledge
Zhiting Hu | Zichao Yang | Ruslan Salakhutdinov | Eric Xing

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De-Conflated Semantic Representations
Mohammad Taher Pilehvar | Nigel Collier

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Improving Sparse Word Representations with Distributional Inference for Semantic Composition
Thomas Kober | Julie Weeds | Jeremy Reffin | David Weir

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Modelling Interaction of Sentence Pair with Coupled-LSTMs
Pengfei Liu | Xipeng Qiu | Yaqian Zhou | Jifan Chen | Xuanjing Huang

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Friends with Motives: Using Text to Infer Influence on SCOTUS
Yanchuan Sim | Bryan Routledge | Noah A. Smith

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Verb Phrase Ellipsis Resolution Using Discriminative and Margin-Infused Algorithms
Kian Kenyon-Dean | Jackie Chi Kit Cheung | Doina Precup

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Distilling an Ensemble of Greedy Dependency Parsers into One MST Parser
Adhiguna Kuncoro | Miguel Ballesteros | Lingpeng Kong | Chris Dyer | Noah A. Smith

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LSTM Shift-Reduce CCG Parsing
Wenduan Xu

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An Evaluation of Parser Robustness for Ungrammatical Sentences
Homa B. Hashemi | Rebecca Hwa

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

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Syntactic Parsing of Web Queries
Xiangyan Sun | Haixun Wang | Yanghua Xiao | Zhongyuan Wang

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Unsupervised Text Recap Extraction for TV Series
Hongliang Yu | Shikun Zhang | Louis-Philippe Morency

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On- and Off-Topic Classification and Semantic Annotation of User-Generated Software Requirements
Markus Dollmann | Michaela Geierhos

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Regularizing Text Categorization with Clusters of Words
Konstantinos Skianis | François Rousseau | Michalis Vazirgiannis

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Non-Literal Text Reuse in Historical Texts: An Approach to Identify Reuse Transformations and its Application to Bible Reuse
Maria Moritz | Andreas Wiederhold | Barbara Pavlek | Yuri Bizzoni | Marco Büchler

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A Graph Degeneracy-based Approach to Keyword Extraction
Antoine Tixier | Fragkiskos Malliaros | Michalis Vazirgiannis

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Predicting the Relative Difficulty of Single Sentences With and Without Surrounding Context
Elliot Schumacher | Maxine Eskenazi | Gwen Frishkoff | Kevyn Collins-Thompson

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A Neural Approach to Automated Essay Scoring
Kaveh Taghipour | Hwee Tou Ng

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Non-uniform Language Detection in Technical Writing
Weibo Wang | Abidalrahman Moh’d | Aminul Islam | Axel J. Soto | Evangelos E. Milios

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Adapting Grammatical Error Correction Based on the Native Language of Writers with Neural Network Joint Models
Shamil Chollampatt | Duc Tam Hoang | Hwee Tou Ng

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Orthographic Syllable as basic unit for SMT between Related Languages
Anoop Kunchukuttan | Pushpak Bhattacharyya

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Neural Generation of Regular Expressions from Natural Language with Minimal Domain Knowledge
Nicholas Locascio | Karthik Narasimhan | Eduardo DeLeon | Nate Kushman | Regina Barzilay

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Supervised Keyphrase Extraction as Positive Unlabeled Learning
Lucas Sterckx | Cornelia Caragea | Thomas Demeester | Chris Develder

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Learning to Answer Questions from Wikipedia Infoboxes
Alvaro Morales | Varot Premtoon | Cordelia Avery | Sue Felshin | Boris Katz

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Timeline extraction using distant supervision and joint inference
Savelie Cornegruta | Andreas Vlachos

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Combining Supervised and Unsupervised Enembles for Knowledge Base Population
Nazneen Fatema Rajani | Raymond Mooney

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Character Sequence Models for Colorful Words
Kazuya Kawakami | Chris Dyer | Bryan Routledge | Noah A. Smith

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Analyzing the Behavior of Visual Question Answering Models
Aishwarya Agrawal | Dhruv Batra | Devi Parikh

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Improving LSTM-based Video Description with Linguistic Knowledge Mined from Text
Subhashini Venugopalan | Lisa Anne Hendricks | Raymond Mooney | Kate Saenko

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Representing Verbs with Rich Contexts: an Evaluation on Verb Similarity
Emmanuele Chersoni | Enrico Santus | Alessandro Lenci | Philippe Blache | Chu-Ren Huang

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Speed-Accuracy Tradeoffs in Tagging with Variable-Order CRFs and Structured Sparsity
Tim Vieira | Ryan Cotterell | Jason Eisner

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Learning Robust Representations of Text
Yitong Li | Trevor Cohn | Timothy Baldwin

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Modified Dirichlet Distribution: Allowing Negative Parameters to Induce Stronger Sparsity
Kewei Tu

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Gated Word-Character Recurrent Language Model
Yasumasa Miyamoto | Kyunghyun Cho

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Unsupervised Word Alignment by Agreement Under ITG Constraint
Hidetaka Kamigaito | Akihiro Tamura | Hiroya Takamura | Manabu Okumura | Eiichiro Sumita

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Training with Exploration Improves a Greedy Stack LSTM Parser
Miguel Ballesteros | Yoav Goldberg | Chris Dyer | Noah A. Smith

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Capturing Argument Relationship for Chinese Semantic Role Labeling
Lei Sha | Sujian Li | Baobao Chang | Zhifang Sui | Tingsong Jiang

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BrainBench: A Brain-Image Test Suite for Distributional Semantic Models
Haoyan Xu | Brian Murphy | Alona Fyshe

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Evaluating Induced CCG Parsers on Grounded Semantic Parsing
Yonatan Bisk | Siva Reddy | John Blitzer | Julia Hockenmaier | Mark Steedman

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Vector-space models for PPDB paraphrase ranking in context
Marianna Apidianaki

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Interpreting Neural Networks to Improve Politeness Comprehension
Malika Aubakirova | Mohit Bansal

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Beyond Canonical Texts: A Computational Analysis of Fanfiction
Smitha Milli | David Bamman

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Using Syntactic and Semantic Context to Explore Psychodemographic Differences in Self-reference
Masoud Rouhizadeh | Lyle Ungar | Anneke Buffone | H Andrew Schwartz

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Learning to Identify Metaphors from a Corpus of Proverbs
Gözde Özbal | Carlo Strapparava | Serra Sinem Tekiroğlu | Daniele Pighin

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An Embedding Model for Predicting Roll-Call Votes
Peter Kraft | Hirsh Jain | Alexander M. Rush

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Natural Language Model Re-usability for Scaling to Different Domains
Young-Bum Kim | Alexandre Rochette | Ruhi Sarikaya

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Leveraging Sentence-level Information with Encoder LSTM for Semantic Slot Filling
Gakuto Kurata | Bing Xiang | Bowen Zhou | Mo Yu

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AMR-to-text generation as a Traveling Salesman Problem
Linfeng Song | Yue Zhang | Xiaochang Peng | Zhiguo Wang | Daniel Gildea

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Learning to Capitalize with Character-Level Recurrent Neural Networks: An Empirical Study
Raymond Hendy Susanto | Hai Leong Chieu | Wei Lu

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The Effects of the Content of FOMC Communications on US Treasury Rates
Christopher Rohlfs | Sunandan Chakraborty | Lakshminarayanan Subramanian

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Learning to refine text based recommendations
Youyang Gu | Tao Lei | Regina Barzilay | Tommi Jaakkola

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There’s No Comparison: Reference-less Evaluation Metrics in Grammatical Error Correction
Courtney Napoles | Keisuke Sakaguchi | Joel Tetreault

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Cultural Shift or Linguistic Drift? Comparing Two Computational Measures of Semantic Change
William L. Hamilton | Jure Leskovec | Dan Jurafsky

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Addressee and Response Selection for Multi-Party Conversation
Hiroki Ouchi | Yuta Tsuboi

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Nonparametric Bayesian Models for Spoken Language Understanding
Kei Wakabayashi | Johane Takeuchi | Kotaro Funakoshi | Mikio Nakano

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Relations such as Hypernymy: Identifying and Exploiting Hearst Patterns in Distributional Vectors for Lexical Entailment
Stephen Roller | Katrin Erk

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SimVerb-3500: A Large-Scale Evaluation Set of Verb Similarity
Daniela Gerz | Ivan Vulić | Felix Hill | Roi Reichart | Anna Korhonen

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POLY: Mining Relational Paraphrases from Multilingual Sentences
Adam Grycner | Gerhard Weikum

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Exploiting Sentence Similarities for Better Alignments
Tao Li | Vivek Srikumar

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Bi-directional Attention with Agreement for Dependency Parsing
Hao Cheng | Hao Fang | Xiaodong He | Jianfeng Gao | Li Deng

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Anchoring and Agreement in Syntactic Annotations
Yevgeni Berzak | Yan Huang | Andrei Barbu | Anna Korhonen | Boris Katz

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Tense Manages to Predict Implicative Behavior in Verbs
Ellie Pavlick | Chris Callison-Burch

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Who did What: A Large-Scale Person-Centered Cloze Dataset
Takeshi Onishi | Hai Wang | Mohit Bansal | Kevin Gimpel | David McAllester

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Building compositional semantics and higher-order inference system for a wide-coverage Japanese CCG parser
Koji Mineshima | Ribeka Tanaka | Pascual Martínez-Gómez | Yusuke Miyao | Daisuke Bekki

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Learning to Generate Compositional Color Descriptions
Will Monroe | Noah D. Goodman | Christopher Potts

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A Decomposable Attention Model for Natural Language Inference
Ankur Parikh | Oscar Täckström | Dipanjan Das | Jakob Uszkoreit

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Deep Reinforcement Learning for Mention-Ranking Coreference Models
Kevin Clark | Christopher D. Manning

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A Stacking Gated Neural Architecture for Implicit Discourse Relation Classification
Lianhui Qin | Zhisong Zhang | Hai Zhao

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Insertion Position Selection Model for Flexible Non-Terminals in Dependency Tree-to-Tree Machine Translation
Toshiaki Nakazawa | John Richardson | Sadao Kurohashi

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Why Neural Translations are the Right Length
Xing Shi | Kevin Knight | Deniz Yuret

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Supervised Attentions for Neural Machine Translation
Haitao Mi | Zhiguo Wang | Abe Ittycheriah

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Learning principled bilingual mappings of word embeddings while preserving monolingual invariance
Mikel Artetxe | Gorka Labaka | Eneko Agirre

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Measuring the behavioral impact of machine translation quality improvements with A/B testing
Ben Russell | Duncan Gillespie

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Creating a Large Benchmark for Open Information Extraction
Gabriel Stanovsky | Ido Dagan

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Bilingually-constrained Synthetic Data for Implicit Discourse Relation Recognition
Changxing Wu | Xiaodong Shi | Yidong Chen | Yanzhou Huang | Jinsong Su

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Transition-Based Dependency Parsing with Heuristic Backtracking
Jacob Buckman | Miguel Ballesteros | Chris Dyer

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Word Ordering Without Syntax
Allen Schmaltz | Alexander M. Rush | Stuart Shieber

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Morphological Segmentation Inside-Out
Ryan Cotterell | Arun Kumar | Hinrich Schütze

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Parsing as Language Modeling
Do Kook Choe | Eugene Charniak

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Human-in-the-Loop Parsing
Luheng He | Julian Michael | Mike Lewis | Luke Zettlemoyer

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Unsupervised Timeline Generation for Wikipedia History Articles
Sandro Bauer | Simone Teufel

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Improving Information Extraction by Acquiring External Evidence with Reinforcement Learning
Karthik Narasimhan | Adam Yala | Regina Barzilay

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Global Neural CCG Parsing with Optimality Guarantees
Kenton Lee | Mike Lewis | Luke Zettlemoyer

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SQuAD: 100,000+ Questions for Machine Comprehension of Text
Pranav Rajpurkar | Jian Zhang | Konstantin Lopyrev | Percy Liang