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Syntactic bi-grams are here projected in the so called Support Subspace, aimed at emphasizing the seman..."/> <meta property="og:url" content="http://ieeexplore.ieee.org/xpl/articleDetails.jsp?reload=true&arnumber=6337111" /> <meta property="og:image" content="http://ieeexplore.ieee.org/assets/img/logo-ieee-200x200.png" /> <meta property="og:site_name" content="IEEE Xplore" /> <meta property="fb:app_id" content="179657148834307" /> <div class="module article-share"> <div class="addthis_toolbox addthis_counter_style"> <!-- AddThis Button BEGIN --> <a class="addthis_button_facebook_like" fb:like:layout="box_count"></a> <a class="share share-twitter addthis_button_tweet" tw:count="vertical" tw:related="ieeexplore,ieeeORG,ieeesa,ieeespectrum,computersociety"tw:text="Distributional Compositional Semantics and Text Similarity" tw:via="ieeexplore" tw:url="http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6337111"></a> <a class="share share-linkedin addthis_button_linkedin_counter" li:counter="top"></a> </div> <!-- AddThis Button END --> </div> </div><!-- article-actions --> <div id="tabs-main"> <!-- place holder --> <div class="tab-content" id="articleDetails" role="main" data-section="articleDetails.ajax" > <div class="article-blk"> <div class="article"> <p>In this paper, an approach for semantic composition based on space projection operations over basic geometric lexical representations is proposed. Syntactic bi-grams are here projected in the so called Support Subspace, aimed at emphasizing the semantic features shared by the compound word. Empirical results are discussed over two tasks: a fine grained similarity estimation task over syntactically typed word pairs and the Semantic Textual Similarity (STS) taskas defined by SemEval 2012. The generalization capabilities ofthe proposed compositional operators are also investigated ina cross-linguistic scenario, i.e. over English and Italian.</p> </div> <div class="article-ftr"> <p> <b>Published in:</b><br /> <a href='../xpl/mostRecentIssue.jsp?punumber=6335567'> Semantic Computing (ICSC), 2012 IEEE Sixth International Conference on </a> </p> <p> <b>Date of Conference:</b> 19-21 Sept. 2012 </p> <div class="article-info cf"> <dl> <dt>Page(s):</dt> <dd> 242 - 249 </dd> <dt>Print ISBN:</dt> <dd> 978-1-4673-4433-3 </dd> <dt>INSPEC Accession Number:</dt> <dd> 13113456 </dd> </dl> <dl> <dt>Conference Location :</dt> <dd> Palermo </dd> <dt>Digital Object Identifier :</dt> <dd> <a href='http://dx.doi.org/10.1109/ICSC.2012.63' target="blank">10.1109/ICSC.2012.63</a> </dd> <dt>Product Type:</dt> <dd> Conference Publications </dd> </dl> </div> </div> <!-- article-ftr --> </div><!-- article-blk --> </div> <!DOCTYPE html> <html> <div class="tab-content" id="abstractAuthors" role="main" data-section="abstractAuthors.ajax" style="display:none" > <div class="article-blk"> <div class="article"> <h2>Author(s)</h2> <div class="art-authors"> <a href="#" class="authorPreferredName prefNameLink" title='' > <span id="authorAffiliations" class="Dept. of Enterprise Eng., Univ. of Roma, Rome, Italy|c|"></span> <span id="preferredName" class="Croce, D."></span> <span id="authorId" class="37683920100"></span> Croce, D.</a> <br/> Dept. of Enterprise Eng., Univ. of Roma, Rome, Italy <br/> <a href="#" class="authorPreferredName prefNameLink" title='' > <span id="authorAffiliations" class=""></span> <span id="preferredName" class="Storch, V."></span> <span id="authorId" class="38492658400"></span> Storch, V.</a> ; <a href="#" class="authorPreferredName prefNameLink" title='' > <span id="authorAffiliations" class=""></span> <span id="preferredName" class="Annesi, P."></span> <span id="authorId" class="38492119800"></span> Annesi, P.</a> ; <a href="#" class="authorPreferredName prefNameLink" title='' > <span id="authorAffiliations" class=""></span> <span id="preferredName" class="Basili, R."></span> <span id="authorId" class="37321695800"></span> Basili, R.</a> </span> </div> </div> </div> </div> <div class="tab-content" id="abstractKeywords" role="main" data-section="abstractKeywords.ajax" style="display:none" > <div class="article-blk"> <div class="art-keywords col-2-305 cf"> <div class="col col-1"> <div class="section"> <h2>INSPEC: CONTROLLED INDEXING</h2> <ul> <li><a data-keyword="natural language processing">natural language processing</a></li> </ul> <ul> <li><a data-keyword="text analysis">text analysis</a></li> </ul> </div> <div class="section"> <h2>INSPEC: NON CONTROLLED INDEXING</h2> <ul> <li><a data-keyword="STS">STS</a></li> </ul> <ul> <li><a data-keyword="distributional compositional semantics">distributional compositional semantics</a></li> </ul> <ul> <li><a data-keyword="geometric lexical representations">geometric lexical representations</a></li> </ul> <ul> <li><a data-keyword="natural language processing">natural language processing</a></li> </ul> <ul> <li><a data-keyword="semantic textual similarity">semantic textual similarity</a></li> </ul> <ul> <li><a data-keyword="space projection operations">space projection operations</a></li> </ul> <ul> <li><a data-keyword="syntactic bigrams">syntactic bigrams</a></li> </ul> </div> <div class="section"> <h2>AUTHOR KEYWORDS</h2> <ul> <li><a data-keyword="Distributional Compositional Semantics">Distributional Compositional Semantics</a></li> </ul> <ul> <li><a data-keyword="Semantic">Semantic</a></li> </ul> </div> </div> <div class="col col-2"> <div class="section"> <h2>IEEE TERMS</h2> <ul> <li><a data-keyword="Additives">Additives</a></li> </ul> <ul> <li><a data-keyword="Context">Context</a></li> </ul> <ul> <li><a data-keyword="Correlation">Correlation</a></li> </ul> <ul> <li><a data-keyword="Humans">Humans</a></li> </ul> <ul> <li><a data-keyword="Semantics">Semantics</a></li> </ul> <ul> <li><a data-keyword="Syntactics">Syntactics</a></li> </ul> <ul> <li><a data-keyword="Vectors">Vectors</a></li> </ul> </div> </div> </div> </div> </div> <!DOCTYPE html> <div class="tab-content" id="abstractReferenceItems" role="main" data-section="abstractReferenceItems.ajax" style="display:none" > <div class="article-blk"> <div class="article "> <b>Referenced Items are not available for this document.</b> <br/><br/> </div><!-- article --> </div><!-- article-blk --> </div> <!DOCTYPE html> <div class="tab-content" id="abstractStandardVersion" role="main" data-section="abstractStandardVersion.ajax" style="display:none" > <div class="article-blk"> <div class="article "> <b>No versions found for this document.</b> <br /> <br /> </div> <!-- article --> </div> <!-- article-blk --> </div> <!DOCTYPE html> <div class="tab-content" id="abstractStandardDictionary" role="main" data-section="abstractStandardDictionary.ajax" style="display:none" > <div class="article-blk"> <div class="article "> <b>Standards Dictionary Terms are available to subscribers only.</b> <br /> <br /> </div> <!-- article --> </div> <!-- article-blk --> </div> </div> <!-- article-main --> <div id="article-sidebar" align="center"> <div class="content-r cart-summary product-cart"> <span style="display:none" id="mc_ieee-mini-cart-include"></span> </div> <script type='text/javascript'> var googletag = googletag || {}; 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