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Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing
Phil Blunsom | Shay Cohen | Paramveer Dhillon | Percy Liang

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A Simple Word Embedding Model for Lexical Substitution
Oren Melamud | Omer Levy | Ido Dagan

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Unsupervised Text Normalization Using Distributed Representations of Words and Phrases
Vivek Kumar Rangarajan Sridhar

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A Multi-classifier Approach to support Coreference Resolution in a Vector Space Model
Ana Zelaia | Olatz Arregi | Basilio Sierra

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Neural context embeddings for automatic discovery of word senses
Mikael Kågebäck | Fredrik Johansson | Richard Johansson | Devdatt Dubhashi

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Distributional Representations of Words for Short Text Classification
Chenglong Ma | Weiqun Xu | Peijia Li | Yonghong Yan

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Relation Extraction: Perspective from Convolutional Neural Networks
Thien Huu Nguyen | Ralph Grishman

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Distributional Semantic Concept Models for Entity Relation Discovery
Jay Urbain | Glenn Bushee | George Kowalski

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A Deep Architecture for Non-Projective Dependency Parsing
Erick Fonseca | Sandra Aluísio

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Short Text Clustering via Convolutional Neural Networks
Jiaming Xu | Peng Wang | Guanhua Tian | Bo Xu | Jun Zhao | Fangyuan Wang | Hongwei Hao

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A Word-Embedding-based Sense Index for Regular Polysemy Representation
Marco Del Tredici | Núria Bel

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Simple Semi-Supervised POS Tagging
Karl Stratos | Michael Collins

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Learning Distributed Representations for Multilingual Text Sequences
Hieu Pham | Thang Luong | Christopher Manning

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Combining Distributed Vector Representations for Words
Justin Garten | Kenji Sagae | Volkan Ustun | Morteza Dehghani

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Dependency Link Embeddings: Continuous Representations of Syntactic Substructures
Mohit Bansal

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DeepNL: a Deep Learning NLP pipeline
Giuseppe Attardi

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A Vector Space Approach for Aspect Based Sentiment Analysis
Abdulaziz Alghunaim | Mitra Mohtarami | Scott Cyphers | Jim Glass

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Word Embeddings vs Word Types for Sequence Labeling: the Curious Case of CV Parsing
Melanie Tosik | Carsten Lygteskov Hansen | Gerard Goossen | Mihai Rotaru

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Morpho-syntactic Regularities in Continuous Word Representations: A multilingual study.
Garrett Nicolai | Colin Cherry | Grzegorz Kondrak

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Towards Combined Matrix and Tensor Factorization for Universal Schema Relation Extraction
Sameer Singh | Tim Rocktäschel | Sebastian Riedel

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Neural word embeddings with multiplicative feature interactions for tensor-based compositions
Joo-Kyung Kim | Marie-Catherine de Marneffe | Eric Fosler-Lussier

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Bilingual Word Representations with Monolingual Quality in Mind
Thang Luong | Hieu Pham | Christopher D. Manning

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Distributed Word Representations Improve NER for e-Commerce
Mahesh Joshi | Ethan Hart | Mirko Vogel | Jean-David Ruvini

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Semantic Information Extraction for Improved Word Embeddings
Jiaqiang Chen | Gerard de Melo

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Named Entity Recognition for Arabic Social Media
Ayah Zirikly | Mona Diab

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Vector Space Models for Scientific Document Summarization
John Conroy | Sashka Davis

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Unsupervised Topic Modeling for Short Texts Using Distributed Representations of Words
Vivek Kumar Rangarajan Sridhar

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Estimating User Location in Social Media with Stacked Denoising Auto-encoders
Ji Liu | Diana Inkpen