<?xml version="1.0" encoding="UTF-8" ?>
<volume id="W15">
  <paper id="1500">
    <title>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</title>
    <editor>Phil Blunsom</editor>
    <editor>Shay Cohen</editor>
    <editor>Paramveer Dhillon</editor>
    <editor>Percy Liang</editor>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <url>http://www.aclweb.org/anthology/W15-15</url>
    <bibtype>book</bibtype>
    <bibkey>VSM-NLP:2015</bibkey>
  </paper>

  <paper id="1501">
    <title>A Simple Word Embedding Model for Lexical Substitution</title>
    <author><first>Oren</first><last>Melamud</last></author>
    <author><first>Omer</first><last>Levy</last></author>
    <author><first>Ido</first><last>Dagan</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>1&#8211;7</pages>
    <url>http://www.aclweb.org/anthology/W15-1501</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>melamud-levy-dagan:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1502">
    <title>Unsupervised Text Normalization Using Distributed Representations of Words and Phrases</title>
    <author><first>Vivek Kumar</first><last>Rangarajan Sridhar</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>8&#8211;16</pages>
    <url>http://www.aclweb.org/anthology/W15-1502</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>rangarajansridhar:2015:VSM-NLP1</bibkey>
  </paper>

  <paper id="1503">
    <title>A Multi-classifier Approach to support Coreference Resolution in a Vector Space Model</title>
    <author><first>Ana</first><last>Zelaia</last></author>
    <author><first>Olatz</first><last>Arregi</last></author>
    <author><first>Basilio</first><last>Sierra</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>17&#8211;24</pages>
    <url>http://www.aclweb.org/anthology/W15-1503</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>zelaia-arregi-sierra:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1504">
    <title>Neural context embeddings for automatic discovery of word senses</title>
    <author><first>Mikael</first><last>K&#229;geb&#228;ck</last></author>
    <author><first>Fredrik</first><last>Johansson</last></author>
    <author><first>Richard</first><last>Johansson</last></author>
    <author><first>Devdatt</first><last>Dubhashi</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>25&#8211;32</pages>
    <url>http://www.aclweb.org/anthology/W15-1504</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>krageback-EtAl:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1505">
    <title>Distributional Representations of Words for Short Text Classification</title>
    <author><first>Chenglong</first><last>Ma</last></author>
    <author><first>Weiqun</first><last>Xu</last></author>
    <author><first>Peijia</first><last>Li</last></author>
    <author><first>Yonghong</first><last>Yan</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>33&#8211;38</pages>
    <url>http://www.aclweb.org/anthology/W15-1505</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>ma-EtAl:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1506">
    <title>Relation Extraction: Perspective from Convolutional Neural Networks</title>
    <author><first>Thien Huu</first><last>Nguyen</last></author>
    <author><first>Ralph</first><last>Grishman</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>39&#8211;48</pages>
    <url>http://www.aclweb.org/anthology/W15-1506</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>nguyen-grishman:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1507">
    <title>Distributional Semantic Concept Models for Entity Relation Discovery</title>
    <author><first>Jay</first><last>Urbain</last></author>
    <author><first>Glenn</first><last>Bushee</last></author>
    <author><first>George</first><last>Kowalski</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>49&#8211;55</pages>
    <url>http://www.aclweb.org/anthology/W15-1507</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>urbain-bushee-kowalski:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1508">
    <title>A Deep Architecture for Non-Projective Dependency Parsing</title>
    <author><first>Erick</first><last>Fonseca</last></author>
    <author><first>Sandra</first><last>Alu&#237;sio</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>56&#8211;61</pages>
    <url>http://www.aclweb.org/anthology/W15-1508</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>fonseca-aluisio:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1509">
    <title>Short Text Clustering via Convolutional Neural Networks</title>
    <author><first>jiaming</first><last>xu</last></author>
    <author><first>peng</first><last>wang</last></author>
    <author><first>guanhua</first><last>tian</last></author>
    <author><first>bo</first><last>xu</last></author>
    <author><first>jun</first><last>zhao</last></author>
    <author><first>fangyuan</first><last>wang</last></author>
    <author><first>hongwei</first><last>hao</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>62&#8211;69</pages>
    <url>http://www.aclweb.org/anthology/W15-1509</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>xu-EtAl:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1510">
    <title>A Word-Embedding-based Sense Index for Regular Polysemy Representation</title>
    <author><first>Marco</first><last>Del Tredici</last></author>
    <author><first>N&#250;ria</first><last>Bel</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>70&#8211;78</pages>
    <url>http://www.aclweb.org/anthology/W15-1510</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>deltredici-bel:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1511">
    <title>Simple Semi-Supervised POS Tagging</title>
    <author><first>Karl</first><last>Stratos</last></author>
    <author><first>Michael</first><last>Collins</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>79&#8211;87</pages>
    <url>http://www.aclweb.org/anthology/W15-1511</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>stratos-collins:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1512">
    <title>Learning Distributed Representations for Multilingual Text Sequences</title>
    <author><first>Hieu</first><last>Pham</last></author>
    <author><first>Thang</first><last>Luong</last></author>
    <author><first>Christopher</first><last>Manning</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>88&#8211;94</pages>
    <url>http://www.aclweb.org/anthology/W15-1512</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>pham-luong-manning:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1513">
    <title>Combining Distributed Vector Representations for Words</title>
    <author><first>Justin</first><last>Garten</last></author>
    <author><first>Kenji</first><last>Sagae</last></author>
    <author><first>Volkan</first><last>Ustun</last></author>
    <author><first>Morteza</first><last>Dehghani</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>95&#8211;101</pages>
    <url>http://www.aclweb.org/anthology/W15-1513</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>garten-EtAl:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1514">
    <title>Dependency Link Embeddings: Continuous Representations of Syntactic Substructures</title>
    <author><first>Mohit</first><last>Bansal</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>102&#8211;108</pages>
    <url>http://www.aclweb.org/anthology/W15-1514</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>bansal:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1515">
    <title>DeepNL: a Deep Learning NLP pipeline</title>
    <author><first>Giuseppe</first><last>Attardi</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>109&#8211;115</pages>
    <url>http://www.aclweb.org/anthology/W15-1515</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>attardi:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1516">
    <title>A Vector Space Approach for Aspect Based Sentiment Analysis</title>
    <author><first>Abdulaziz</first><last>Alghunaim</last></author>
    <author><first>Mitra</first><last>Mohtarami</last></author>
    <author><first>Scott</first><last>Cyphers</last></author>
    <author><first>Jim</first><last>Glass</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>116&#8211;122</pages>
    <url>http://www.aclweb.org/anthology/W15-1516</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>alghunaim-EtAl:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1517">
    <title>Word Embeddings vs Word Types for Sequence Labeling: the Curious Case of CV Parsing</title>
    <author><first>Melanie</first><last>Tosik</last></author>
    <author><first>Carsten</first><last>Lygteskov Hansen</last></author>
    <author><first>Gerard</first><last>Goossen</last></author>
    <author><first>Mihai</first><last>Rotaru</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>123&#8211;128</pages>
    <url>http://www.aclweb.org/anthology/W15-1517</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>tosik-EtAl:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1518">
    <title>Morpho-syntactic Regularities in Continuous Word Representations: A multilingual study.</title>
    <author><first>Garrett</first><last>Nicolai</last></author>
    <author><first>Colin</first><last>Cherry</last></author>
    <author><first>Grzegorz</first><last>Kondrak</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>129&#8211;134</pages>
    <url>http://www.aclweb.org/anthology/W15-1518</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>nicolai-cherry-kondrak:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1519">
    <title>Towards Combined Matrix and Tensor Factorization for Universal Schema Relation Extraction</title>
    <author><first>Sameer</first><last>Singh</last></author>
    <author><first>Tim</first><last>Rockt&#228;schel</last></author>
    <author><first>Sebastian</first><last>Riedel</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>135&#8211;142</pages>
    <url>http://www.aclweb.org/anthology/W15-1519</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>singh-rocktaschel-riedel:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1520">
    <title>Neural word embeddings with multiplicative feature interactions for tensor-based compositions</title>
    <author><first>Joo-Kyung</first><last>Kim</last></author>
    <author><first>Marie-Catherine</first><last>de Marneffe</last></author>
    <author><first>Eric</first><last>Fosler-Lussier</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>143&#8211;150</pages>
    <url>http://www.aclweb.org/anthology/W15-1520</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>kim-demarneffe-foslerlussier:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1521">
    <title>Bilingual Word Representations with Monolingual Quality in Mind</title>
    <author><first>Thang</first><last>Luong</last></author>
    <author><first>Hieu</first><last>Pham</last></author>
    <author><first>Christopher D.</first><last>Manning</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>151&#8211;159</pages>
    <url>http://www.aclweb.org/anthology/W15-1521</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>luong-pham-manning:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1522">
    <title>Distributed Word Representations Improve NER for e-Commerce</title>
    <author><first>Mahesh</first><last>Joshi</last></author>
    <author><first>Ethan</first><last>Hart</last></author>
    <author><first>Mirko</first><last>Vogel</last></author>
    <author><first>Jean-David</first><last>Ruvini</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>160&#8211;167</pages>
    <url>http://www.aclweb.org/anthology/W15-1522</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>joshi-EtAl:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1523">
    <title>Semantic Information Extraction for Improved Word Embeddings</title>
    <author><first>Jiaqiang</first><last>Chen</last></author>
    <author><first>Gerard</first><last>de Melo</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>168&#8211;175</pages>
    <url>http://www.aclweb.org/anthology/W15-1523</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>chen-demelo:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1524">
    <title>Named Entity Recognition for Arabic Social Media</title>
    <author><first>Ayah</first><last>Zirikly</last></author>
    <author><first>Mona</first><last>Diab</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>176&#8211;185</pages>
    <url>http://www.aclweb.org/anthology/W15-1524</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>zirikly-diab:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1525">
    <title>Vector Space Models for Scientific Document Summarization</title>
    <author><first>John</first><last>Conroy</last></author>
    <author><first>Sashka</first><last>Davis</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>186&#8211;191</pages>
    <url>http://www.aclweb.org/anthology/W15-1525</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>conroy-davis:2015:VSM-NLP</bibkey>
  </paper>

  <paper id="1526">
    <title>Unsupervised Topic Modeling for Short Texts Using Distributed Representations of Words</title>
    <author><first>Vivek Kumar</first><last>Rangarajan Sridhar</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>192&#8211;200</pages>
    <url>http://www.aclweb.org/anthology/W15-1526</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>rangarajansridhar:2015:VSM-NLP2</bibkey>
  </paper>

  <paper id="1527">
    <title>Estimating User Location in Social Media with Stacked Denoising Auto-encoders</title>
    <author><first>Ji</first><last>Liu</last></author>
    <author><first>Diana</first><last>Inkpen</last></author>
    <booktitle>Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing</booktitle>
    <month>June</month>
    <year>2015</year>
    <address>Denver, Colorado</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>201&#8211;210</pages>
    <url>http://www.aclweb.org/anthology/W15-1527</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>liu-inkpen:2015:VSM-NLP</bibkey>
  </paper>

</volume>

