<?xml version="1.0" encoding="UTF-8" ?>
<volume id="W12">
  <paper id="3000">
    <title>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</title>
    <editor>James Fan</editor>
    <editor>Raphael Hoffman</editor>
    <editor>Aditya Kalyanpur</editor>
    <editor>Sebastian Riedel</editor>
    <editor>Fabian Suchanek</editor>
    <editor>Partha Pratim Talukdar</editor>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <url>http://www.aclweb.org/anthology/W12-30</url>
    <bibtype>book</bibtype>
    <bibkey>AKBC-WEKEX:2012</bibkey>
  </paper>

  <paper id="3001">
    <title>Towards Distributed MCMC Inference in Probabilistic Knowledge Bases</title>
    <author><first>Mathias</first><last>Niepert</last></author>
    <author><first>Christian</first><last>Meilicke</last></author>
    <author><first>Heiner</first><last>Stuckenschmidt</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>1&#8211;6</pages>
    <url>http://www.aclweb.org/anthology/W12-3001</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>niepert-meilicke-stuckenschmidt:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3002">
    <title>Collectively Representing Semi-Structured Data from the Web</title>
    <author><first>Bhavana</first><last>Dalvi</last></author>
    <author><first>William</first><last>Cohen</last></author>
    <author><first>Jamie</first><last>Callan</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>7&#8211;12</pages>
    <url>http://www.aclweb.org/anthology/W12-3002</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>dalvi-cohen-callan:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3003">
    <title>Unsupervised Content Discovery from Concise Summaries</title>
    <author><first>Horacio</first><last>Saggion</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>13&#8211;18</pages>
    <url>http://www.aclweb.org/anthology/W12-3003</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>saggion:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3004">
    <title>Automatic Evaluation of Relation Extraction Systems on Large-scale</title>
    <author><first>Mirko</first><last>Bronzi</last></author>
    <author><first>Zhaochen</first><last>Guo</last></author>
    <author><first>Filipe</first><last>Mesquita</last></author>
    <author><first>Denilson</first><last>Barbosa</last></author>
    <author><first>Paolo</first><last>Merialdo</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>19&#8211;24</pages>
    <url>http://www.aclweb.org/anthology/W12-3004</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>bronzi-EtAl:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3005">
    <title>Relabeling Distantly Supervised Training Data for Temporal Knowledge Base Population</title>
    <author><first>Suzanne</first><last>Tamang</last></author>
    <author><first>Heng</first><last>Ji</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>25&#8211;30</pages>
    <url>http://www.aclweb.org/anthology/W12-3005</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>tamang-ji:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3006">
    <title>Web Based Collection and Comparison of Cognitive Properties in English and Chinese</title>
    <author><first>Bin</first><last>Li</last></author>
    <author><first>Jiajun</first><last>Chen</last></author>
    <author><first>Yingjie</first><last>Zhang</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>31&#8211;34</pages>
    <url>http://www.aclweb.org/anthology/W12-3006</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>li-chen-zhang:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3007">
    <title>Population of a Knowledge Base for News Metadata from Unstructured Text and Web Data</title>
    <author><first>Rosa</first><last>Stern</last></author>
    <author><first>Beno&#238;t</first><last>Sagot</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>35&#8211;40</pages>
    <url>http://www.aclweb.org/anthology/W12-3007</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>stern-sagot:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3008">
    <title>Real-time Population of Knowledge Bases: Opportunities and Challenges</title>
    <author><first>Ndapandula</first><last>Nakashole</last></author>
    <author><first>Gerhard</first><last>Weikum</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>41&#8211;45</pages>
    <url>http://www.aclweb.org/anthology/W12-3008</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>nakashole-weikum:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3009">
    <title>Adding Distributional Semantics to Knowledge Base Entities through Web-scale Entity Linking</title>
    <author><first>Matt</first><last>Gardner</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>46&#8211;51</pages>
    <url>http://www.aclweb.org/anthology/W12-3009</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>gardner:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3010">
    <title>KrakeN: N-ary Facts in Open Information Extraction</title>
    <author><first>Alan</first><last>Akbik</last></author>
    <author><first>Alexander</first><last>L&#246;ser</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>52&#8211;56</pages>
    <url>http://www.aclweb.org/anthology/W12-3010</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>akbik-loser:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3011">
    <title>Structural Linguistics and Unsupervised Information Extraction</title>
    <author><first>Ralph</first><last>Grishman</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>57&#8211;61</pages>
    <url>http://www.aclweb.org/anthology/W12-3011</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>grishman:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3012">
    <title>A Context-Aware Approach to Entity Linking</title>
    <author><first>Veselin</first><last>Stoyanov</last></author>
    <author><first>James</first><last>Mayfield</last></author>
    <author><first>Tan</first><last>Xu</last></author>
    <author><first>Douglas</first><last>Oard</last></author>
    <author><first>Dawn</first><last>Lawrie</last></author>
    <author><first>Tim</first><last>Oates</last></author>
    <author><first>Tim</first><last>Finin</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>62&#8211;67</pages>
    <url>http://www.aclweb.org/anthology/W12-3012</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>stoyanov-EtAl:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3013">
    <title>Evaluating the Quality of a Knowledge Base Populated from Text</title>
    <author><first>James</first><last>Mayfield</last></author>
    <author><first>Tim</first><last>Finin</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>68&#8211;73</pages>
    <url>http://www.aclweb.org/anthology/W12-3013</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>mayfield-finin:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3014">
    <title>Constructing a Textual KB from a Biology TextBook</title>
    <author><first>Peter</first><last>Clark</last></author>
    <author><first>Phil</first><last>Harrison</last></author>
    <author><first>Niranjan</first><last>Balasubramanian</last></author>
    <author><first>Oren</first><last>Etzioni</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>74&#8211;78</pages>
    <url>http://www.aclweb.org/anthology/W12-3014</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>clark-EtAl:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3015">
    <title>Knowledge Extraction and Joint Inference Using Tractable Markov Logic</title>
    <author><first>Chlo&#232;</first><last>Kiddon</last></author>
    <author><first>Pedro</first><last>Domingos</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>79&#8211;83</pages>
    <url>http://www.aclweb.org/anthology/W12-3015</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>kiddon-domingos:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3016">
    <title>Entity Linking at Web Scale</title>
    <author><first>Thomas</first><last>Lin</last></author>
    <author>Mausam</author>
    <author><first>Oren</first><last>Etzioni</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>84&#8211;88</pages>
    <url>http://www.aclweb.org/anthology/W12-3016</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>lin-mausam-etzioni:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3017">
    <title>Human-Machine Cooperation: Supporting User Corrections to Automatically Constructed KBs</title>
    <author><first>Michael</first><last>Wick</last></author>
    <author><first>Karl</first><last>Schultz</last></author>
    <author><first>Andrew</first><last>McCallum</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>89&#8211;94</pages>
    <url>http://www.aclweb.org/anthology/W12-3017</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>wick-schultz-mccallum:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3018">
    <title>Annotated Gigaword</title>
    <author><first>Courtney</first><last>Napoles</last></author>
    <author><first>Matthew</first><last>Gormley</last></author>
    <author><first>Benjamin</first><last>Van Durme</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>95&#8211;100</pages>
    <url>http://www.aclweb.org/anthology/W12-3018</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>napoles-gormley-vandurme:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3019">
    <title>Rel-grams: A Probabilistic Model of Relations in Text</title>
    <author><first>Niranjan</first><last>Balasubramanian</last></author>
    <author><first>Stephen</first><last>Soderland</last></author>
    <author>Mausam</author>
    <author><first>Oren</first><last>Etzioni</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>101&#8211;105</pages>
    <url>http://www.aclweb.org/anthology/W12-3019</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>balasubramanian-EtAl:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3020">
    <title>Automatic Knowledge Base Construction using Probabilistic Extraction, Deductive Reasoning, and Human Feedback</title>
    <author><first>Daisy Zhe</first><last>Wang</last></author>
    <author><first>Yang</first><last>Chen</last></author>
    <author><first>Sean</first><last>Goldberg</last></author>
    <author><first>Christan</first><last>Grant</last></author>
    <author><first>Kun</first><last>Li</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>106&#8211;110</pages>
    <url>http://www.aclweb.org/anthology/W12-3020</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>wang-EtAl:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3021">
    <title>Monte Carlo MCMC: Efficient Inference by Sampling Factors</title>
    <author><first>Sameer</first><last>Singh</last></author>
    <author><first>Michael</first><last>Wick</last></author>
    <author><first>Andrew</first><last>McCallum</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>111&#8211;115</pages>
    <url>http://www.aclweb.org/anthology/W12-3021</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>singh-wick-mccallum:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3022">
    <title>Probabilistic Databases of Universal Schema</title>
    <author><first>Limin</first><last>Yao</last></author>
    <author><first>Sebastian</first><last>Riedel</last></author>
    <author><first>Andrew</first><last>McCallum</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>116&#8211;121</pages>
    <url>http://www.aclweb.org/anthology/W12-3022</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>yao-riedel-mccallum:2012:AKBC-WEKEX</bibkey>
  </paper>

  <paper id="3023">
    <title>Using Textual Patterns to Learn Expected Event Frequencies</title>
    <author><first>Jonathan</first><last>Gordon</last></author>
    <author><first>Lenhart</first><last>Schubert</last></author>
    <booktitle>Proceedings of the Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX)</booktitle>
    <month>June</month>
    <year>2012</year>
    <address>Montr&#232;al, Canada</address>
    <publisher>Association for Computational Linguistics</publisher>
    <pages>122&#8211;127</pages>
    <url>http://www.aclweb.org/anthology/W12-3023</url>
    <bibtype>inproceedings</bibtype>
    <bibkey>gordon-schubert:2012:AKBC-WEKEX</bibkey>
  </paper>

</volume>

