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<!doctype html><html lang=en-us><head><meta charset=utf-8><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><title>LSDSem 2017 Shared Task: The Story Cloze Test - ACL Anthology</title> <meta name=generator content="Hugo 0.140.2"><link href=/aclicon.ico rel="shortcut icon" type=image/x-icon><link rel=stylesheet href=/css/main.min.b53e37419139f6302a0be966257012b1d281f3350967383f227f76c0ecaeff80.css media=screen><link rel=stylesheet href=https://use.fontawesome.com/releases/v5.7.2/css/all.css integrity=sha384-fnmOCqbTlWIlj8LyTjo7mOUStjsKC4pOpQbqyi7RrhN7udi9RwhKkMHpvLbHG9Sr crossorigin=anonymous><link rel=stylesheet href=/css/academicons.min.css><meta content="LSDSem 2017 Shared Task: The Story Cloze Test" name=citation_title><meta content="Nasrin Mostafazadeh" name=citation_author><meta content="Michael Roth" name=citation_author><meta content="Annie Louis" name=citation_author><meta content="Nathanael Chambers" name=citation_author><meta content="James Allen" name=citation_author><meta content="Proceedings of the 2nd Workshop on Linking Models of Lexical, Sentential and Discourse-level Semantics" name=citation_conference_title><meta content="2017/4" name=citation_publication_date><meta content="https://aclanthology.org/W17-0906.pdf" name=citation_pdf_url><meta content="46" name=citation_firstpage><meta content="51" name=citation_lastpage><meta content="10.18653/v1/W17-0906" name=citation_doi><meta property="og:title" content="LSDSem 2017 Shared Task: The Story Cloze Test"><meta property="og:image" content="https://aclanthology.org/thumb/W17-0906.jpg"><meta property="og:image:alt" content="First page of paper PDF."><meta property="og:type" content="article"><meta property="og:site_name" content="ACL Anthology"><meta property="og:url" content="https://aclanthology.org/W17-0906/"><meta property="og:description" content="Nasrin Mostafazadeh, Michael Roth, Annie Louis, Nathanael Chambers, James Allen. Proceedings of the 2nd Workshop on Linking Models of Lexical, Sentential and Discourse-level Semantics. 2017."><link rel=canonical href=https://aclanthology.org/W17-0906/></head><body><nav class="navbar navbar-expand-sm navbar-light bg-light bg-gradient-light shadow-sm py-0 mb-3 mb-md-4 mb-xl-5"><div id=navbar-container class=container><a class=navbar-brand href=https://aclanthology.org/><img src=https://aclanthology.org/images/acl-logo.svg width=56 alt="ACL Logo"> <span class="d-inline pl-2">ACL Anthology</span> </a><button class=navbar-toggler type=button data-toggle=collapse data-target=#navbarSupportedContent aria-controls=navbarSupportedContent aria-expanded=false aria-label="Toggle navigation"> <span class=navbar-toggler-icon></span></button><div class="collapse navbar-collapse" id=navbarSupportedContent><ul class="navbar-nav flex-grow-1 pr-md-2"><li class=nav-item><a class=nav-link href=/posts/>News<span class=sr-only>(current)</span></a></li><li class=nav-item><a class=nav-link href=/faq/>FAQ<span class=sr-only>(current)</span></a></li><li class=nav-item><a class=nav-link href=/info/corrections/>Corrections<span class=sr-only>(current)</span></a></li><li class=nav-item><a class=nav-link href=/info/contrib/>Submissions<span class=sr-only>(current)</span></a></li><li class=nav-item><a class=nav-link href=https://github.com/acl-org/acl-anthology/><i class="fab fa-github pr-1"></i>Github</a></li></ul><form class="form-inline my-2 my-lg-0 flex-nowrap" action=/search/? method=get><input id=acl-search-box class="form-control mr-sm-2" name=q type=search placeholder=Search... aria-label=Search> <button class="btn btn-outline-primary" type=submit><i class="fas fa-search"></i></button></form></div></div></nav><div id=main-container class=container><section id=main><div><h2 id=title><a href=https://aclanthology.org/W17-0906.pdf><span class=acl-fixed-case>LSDS</span>em 2017 Shared Task: The Story Cloze Test</a></h2><p class=lead><a href=/people/n/nasrin-mostafazadeh/>Nasrin Mostafazadeh</a>, <a href=/people/m/michael-roth/>Michael Roth</a>, <a href=/people/a/annie-louis/>Annie Louis</a>, <a href=/people/n/nathanael-chambers/>Nathanael Chambers</a>, <a href=/people/j/james-allen/>James Allen</a></p></div><div class="modal fade" id=metadataModal tabindex=-1 aria-labelledby=metadataModalLabel aria-hidden=true><div class="modal-dialog modal-lg"><div class=modal-content><div class=modal-header><h5 class=modal-title>Correct Metadata for <span id=paperIdSpan></span></h5><button class=close data-dismiss=modal aria-label=Close> <span aria-hidden=true>×</span></button></div><div class=modal-body><form id=metadataForm><div class="alert alert-warning" role=alert><b>Important</b>: The Anthology treat PDFs as authoritative. Please use this form only to correct data that is out of line with the PDF. See <a href=https://aclanthology.org/info/corrections/>our corrections guidelines</a> if you need to change the PDF.</div><div class=mb-3><label for=paperTitle class=form-label>Title</label> <small id=paperTitleHelp class="form-text text-muted">Adjust the title. Retain tags such as <fixed-case>.</small> <input type=text class=form-control id=paperTitle></div><label class=form-label>Authors</label> <small id=authorTitleHelp class="form-text text-muted">Adjust author names and order to match the PDF.</small><div id=authorsContainer class=px-3 ondrop=dropAuthor(event) ondragover=allowDrop(event)></div><button type=button class="btn btn-secondary btn-sm mb-3" onclick=addAuthor()>Add Author</button><div class=mb-3><label for=paperAbstract class=form-label>Abstract</label> <small id=abstractTitleHelp class="form-text text-muted">Correct abstract if needed. 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If paper metadata matches the PDF, but the paper should be linked to a different author page, please file an <a href="https://github.com/acl-org/acl-anthology/issues/new?assignees=anthology-assist&labels=correction%2Cmetadata&projects=&template=02-name-correction.yml&title=Author+Page%3A+%7Breplace+with+author+name%7D">author page correction</a> instead.</label></div><button type=button class="btn btn-primary" onclick=submitMetadataCorrection()>Submit</button></div></div></div></div><hr><div class="row acl-paper-details"><div class="col col-lg-10 order-2"><div class="card bg-light mb-2 mb-lg-3"><div class="card-body acl-abstract"><h5 class=card-title>Abstract</h5><span>The LSDSem’17 shared task is the Story Cloze Test, a new evaluation for story understanding and script learning. This test provides a system with a four-sentence story and two possible endings, and the system must choose the correct ending to the story. Successful narrative understanding (getting closer to human performance of 100%) requires systems to link various levels of semantics to commonsense knowledge. A total of eight systems participated in the shared task, with a variety of approaches including.</span></div></div><dl><dt>Anthology ID:</dt><dd>W17-0906</dd><dt>Volume:</dt><dd><a href=/volumes/W17-09/>Proceedings of the 2nd Workshop on Linking Models of Lexical, Sentential and Discourse-level Semantics</a></dd><dt>Month:</dt><dd>April</dd><dt>Year:</dt><dd>2017</dd><dt>Address:</dt><dd>Valencia, Spain</dd><dt>Editors:</dt><dd><a href=/people/m/michael-roth/>Michael Roth</a>, <a href=/people/n/nasrin-mostafazadeh/>Nasrin Mostafazadeh</a>, <a href=/people/n/nathanael-chambers/>Nathanael Chambers</a>, <a href=/people/a/annie-louis/>Annie Louis</a></dd><dt>Venue:</dt><dd><a href=/venues/lsdsem/>LSDSem</a></dd><dt>SIG:</dt><dd></dd><dt>Publisher:</dt><dd>Association for Computational Linguistics</dd><dt>Note:</dt><dd></dd><dt>Pages:</dt><dd>46–51</dd><dt>Language:</dt><dd></dd><dt>URL:</dt><dd><a href=https://aclanthology.org/W17-0906/>https://aclanthology.org/W17-0906/</a></dd><dt>DOI:</dt><dd><a href=https://doi.org/10.18653/v1/W17-0906 title="To the current version of the paper by DOI">10.18653/v1/W17-0906</a></dd><dt class=acl-button-row>Bibkey:</dt><dd class=acl-button-row><button type=button class="btn btn-clipboard-outside btn-secondary btn-sm d-none" data-clipboard-target=#citePaperBibkey><i class="far fa-clipboard"></i><span id=citePaperBibkey class="pl-2 text-monospace">mostafazadeh-etal-2017-lsdsem</span></button></dd><dt>Cite (ACL):</dt><dd><span id=citeACL>Nasrin Mostafazadeh, Michael Roth, Annie Louis, Nathanael Chambers, and James Allen. 2017. <a href=https://aclanthology.org/W17-0906/>LSDSem 2017 Shared Task: The Story Cloze Test</a>. In <i>Proceedings of the 2nd Workshop on Linking Models of Lexical, Sentential and Discourse-level Semantics</i>, pages 46–51, Valencia, Spain. Association for Computational Linguistics.</span><button type=button class="btn btn-clipboard btn-secondary btn-sm d-none ml-2" data-clipboard-target=#citeACL><i class="far fa-clipboard"></i></button></dd><dt>Cite (Informal):</dt><dd><span id=citeRichText><a href=https://aclanthology.org/W17-0906/>LSDSem 2017 Shared Task: The Story Cloze Test</a> (Mostafazadeh et al., LSDSem 2017)</span><button type=button class="btn btn-clipboard btn-secondary btn-sm d-none ml-2" data-clipboard-target=#citeRichText><i class="far fa-clipboard"></i></button></dd><dt class=acl-button-row>Copy Citation:</dt><dd class=acl-button-row><button type=button class="btn btn-clipboard-outside btn-secondary btn-sm d-none" data-clipboard-target=#citeBibtexContent><i class="far fa-clipboard pr-2"></i>BibTeX</button> <button type=button class="btn btn-clipboard-outside btn-secondary btn-sm d-none" data-clipboard-target=#citeMarkdownContent><i class="far fa-clipboard pr-2"></i>Markdown</button> <button type=button class="btn btn-clipboard-outside btn-secondary btn-sm d-none" data-clipboard-target=#citeModsContent><i class="far fa-clipboard pr-2"></i>MODS XML</button> <button type=button class="btn btn-clipboard-outside btn-secondary btn-sm d-none" data-clipboard-target=#citeEndnoteContent><i class="far fa-clipboard pr-2"></i>Endnote</button> <button type=button class="btn btn-secondary btn-sm" data-toggle=modal data-target=#citeModal>More options…</button></dd><dt>PDF:</dt><dd><a href=https://aclanthology.org/W17-0906.pdf>https://aclanthology.org/W17-0906.pdf</a></dd><dt>Data</dt><dd><a href=https://paperswithcode.com/dataset/rocstories>ROCStories</a></dd></dl></div><div class=acl-paper-link-block><a class="btn btn-primary" href=https://aclanthology.org/W17-0906.pdf title="Open PDF of 'LSDSem 2017 Shared Task: The Story Cloze Test'"><i class="far fa-file-pdf"></i><span class=pl-2>PDF</span> </a><a class="btn btn-secondary" title="Open dialog for exporting citations" data-toggle=modal data-target=#citeModal href=#><i class="fas fa-quote-left"></i><span class=pl-2>Cite</span> </a><a class="btn btn-secondary" href="https://www.semanticscholar.org/search?q=LSDSem+2017+Shared+Task%3A+The+Story+Cloze+Test" title="Search for 'LSDSem 2017 Shared Task: The Story Cloze Test' on Semantic Scholar"><i class="ai ai-semantic-scholar"></i><span class="pl-sm-2 d-none d-sm-inline">Search</span> </a><a class="btn btn-warning d-flex flex-wrap justify-content-center" href=# title="Correct problems with title, author list, and abstract" onclick=showMetadataDialog()><span class="d-none d-sm-inline"><i class="fas fa-edit"></i></span> <span class=pl-md-2>Fix data</span></a></div></div><hr><div class="modal fade" id=citeModal tabindex=-1 role=dialog aria-labelledby=citeModalLabel aria-hidden=true><div class="modal-dialog modal-lg" role=document><div class=modal-content><div class=modal-header><h5 class=modal-title id=citeModalLabel>Export citation</h5><button class=close data-dismiss=modal aria-label=Close> <span aria-hidden=true>×</span></button></div><div class=modal-body><ul class="nav nav-tabs mb-2" id=citeFormats role=tablist><li class=nav-item><a class="nav-link active" data-toggle=list href=#citeBibtex role=tab aria-controls=citeBibtex aria-selected=true>BibTeX</a></li><li class=nav-item><a class=nav-link data-toggle=list href=#citeMods role=tab aria-controls=citeMods aria-selected=false>MODS XML</a></li><li class=nav-item><a class=nav-link data-toggle=list href=#citeEndnote role=tab aria-controls=citeEndnote aria-selected=false>Endnote</a></li><li class=nav-item><a class=nav-link data-toggle=list href=#citeMarkdown role=tab aria-controls=citeMarkdown aria-selected=false>Preformatted</a></li></ul><div class=tab-content id=citeFormatsContent><div class="tab-pane active" id=citeBibtex role=tabpanel><pre id=citeBibtexContent class="bg-light border p-2" style=max-height:50vh>@inproceedings{mostafazadeh-etal-2017-lsdsem, title = "{LSDS}em 2017 Shared Task: The Story Cloze Test", author = "Mostafazadeh, Nasrin and Roth, Michael and Louis, Annie and Chambers, Nathanael and Allen, James", editor = "Roth, Michael and Mostafazadeh, Nasrin and Chambers, Nathanael and Louis, Annie", booktitle = "Proceedings of the 2nd Workshop on Linking Models of Lexical, Sentential and Discourse-level Semantics", month = apr, year = "2017", address = "Valencia, Spain", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/W17-0906/", doi = "10.18653/v1/W17-0906", pages = "46--51", abstract = "The LSDSem`17 shared task is the Story Cloze Test, a new evaluation for story understanding and script learning. This test provides a system with a four-sentence story and two possible endings, and the system must choose the correct ending to the story. Successful narrative understanding (getting closer to human performance of 100{\%}) requires systems to link various levels of semantics to commonsense knowledge. A total of eight systems participated in the shared task, with a variety of approaches including." }</pre><div class="modal-footer pb-1"><a class="btn btn-secondary btn-filesaver disabled" data-filesaver-target=#citeBibtexContent data-filesaver-name=W17-0906.bib><i class="fas fa-download pr-2"></i>Download as File</a> <button class="btn btn-clipboard btn-primary d-none" data-clipboard-target=#citeBibtexContent><i class="far fa-clipboard pr-2"></i>Copy to Clipboard</button></div></div><div class=tab-pane id=citeMods role=tabpanel><pre id=citeModsContent class="bg-light border p-2" style=max-height:50vh><?xml version="1.0" encoding="UTF-8"?> <modsCollection xmlns="http://www.loc.gov/mods/v3"> <mods ID="mostafazadeh-etal-2017-lsdsem"> <titleInfo> <title>LSDSem 2017 Shared Task: The Story Cloze Test</title> </titleInfo> <name type="personal"> <namePart type="given">Nasrin</namePart> <namePart type="family">Mostafazadeh</namePart> <role> <roleTerm authority="marcrelator" type="text">author</roleTerm> </role> </name> <name type="personal"> <namePart type="given">Michael</namePart> <namePart type="family">Roth</namePart> <role> <roleTerm authority="marcrelator" type="text">author</roleTerm> </role> </name> <name type="personal"> <namePart type="given">Annie</namePart> <namePart type="family">Louis</namePart> <role> <roleTerm authority="marcrelator" type="text">author</roleTerm> </role> </name> <name type="personal"> <namePart type="given">Nathanael</namePart> <namePart type="family">Chambers</namePart> <role> <roleTerm authority="marcrelator" type="text">author</roleTerm> </role> </name> <name type="personal"> <namePart type="given">James</namePart> <namePart type="family">Allen</namePart> <role> <roleTerm authority="marcrelator" type="text">author</roleTerm> </role> </name> <originInfo> <dateIssued>2017-04</dateIssued> </originInfo> <typeOfResource>text</typeOfResource> <relatedItem type="host"> <titleInfo> <title>Proceedings of the 2nd Workshop on Linking Models of Lexical, Sentential and Discourse-level Semantics</title> </titleInfo> <name type="personal"> <namePart type="given">Michael</namePart> <namePart type="family">Roth</namePart> <role> <roleTerm authority="marcrelator" type="text">editor</roleTerm> </role> </name> <name type="personal"> <namePart type="given">Nasrin</namePart> <namePart type="family">Mostafazadeh</namePart> <role> <roleTerm authority="marcrelator" type="text">editor</roleTerm> </role> </name> <name type="personal"> <namePart type="given">Nathanael</namePart> <namePart type="family">Chambers</namePart> <role> <roleTerm authority="marcrelator" type="text">editor</roleTerm> </role> </name> <name type="personal"> <namePart type="given">Annie</namePart> <namePart type="family">Louis</namePart> <role> <roleTerm authority="marcrelator" type="text">editor</roleTerm> </role> </name> <originInfo> <publisher>Association for Computational Linguistics</publisher> <place> <placeTerm type="text">Valencia, Spain</placeTerm> </place> </originInfo> <genre authority="marcgt">conference publication</genre> </relatedItem> <abstract>The LSDSem‘17 shared task is the Story Cloze Test, a new evaluation for story understanding and script learning. This test provides a system with a four-sentence story and two possible endings, and the system must choose the correct ending to the story. Successful narrative understanding (getting closer to human performance of 100%) requires systems to link various levels of semantics to commonsense knowledge. A total of eight systems participated in the shared task, with a variety of approaches including.</abstract> <identifier type="citekey">mostafazadeh-etal-2017-lsdsem</identifier> <identifier type="doi">10.18653/v1/W17-0906</identifier> <location> <url>https://aclanthology.org/W17-0906/</url> </location> <part> <date>2017-04</date> <extent unit="page"> <start>46</start> <end>51</end> </extent> </part> </mods> </modsCollection> </pre><div class="modal-footer pb-1"><a class="btn btn-secondary btn-filesaver disabled" data-filesaver-target=#citeModsContent data-filesaver-name=W17-0906.xml><i class="fas fa-download pr-2"></i>Download as File</a> <button class="btn btn-clipboard btn-primary d-none" data-clipboard-target=#citeModsContent><i class="far fa-clipboard pr-2"></i>Copy to Clipboard</button></div></div><div class=tab-pane id=citeEndnote role=tabpanel><pre id=citeEndnoteContent class="bg-light border p-2" style=max-height:50vh>%0 Conference Proceedings %T LSDSem 2017 Shared Task: The Story Cloze Test %A Mostafazadeh, Nasrin %A Roth, Michael %A Louis, Annie %A Chambers, Nathanael %A Allen, James %Y Roth, Michael %Y Mostafazadeh, Nasrin %Y Chambers, Nathanael %Y Louis, Annie %S Proceedings of the 2nd Workshop on Linking Models of Lexical, Sentential and Discourse-level Semantics %D 2017 %8 April %I Association for Computational Linguistics %C Valencia, Spain %F mostafazadeh-etal-2017-lsdsem %X The LSDSem‘17 shared task is the Story Cloze Test, a new evaluation for story understanding and script learning. This test provides a system with a four-sentence story and two possible endings, and the system must choose the correct ending to the story. Successful narrative understanding (getting closer to human performance of 100%) requires systems to link various levels of semantics to commonsense knowledge. A total of eight systems participated in the shared task, with a variety of approaches including. %R 10.18653/v1/W17-0906 %U https://aclanthology.org/W17-0906/ %U https://doi.org/10.18653/v1/W17-0906 %P 46-51</pre><div class="modal-footer pb-1"><a class="btn btn-secondary btn-filesaver disabled" data-filesaver-target=#citeEndnoteContent data-filesaver-name=W17-0906.endf><i class="fas fa-download pr-2"></i>Download as File</a> <button class="btn btn-clipboard btn-primary d-none" data-clipboard-target=#citeEndnoteContent><i class="far fa-clipboard pr-2"></i>Copy to Clipboard</button></div></div><div class=tab-pane id=citeMarkdown role=tabpanel><h5>Markdown (Informal)</h5><p id=citeMarkdownContent class="text-monospace small bg-light border p-2">[LSDSem 2017 Shared Task: The Story Cloze Test](https://aclanthology.org/W17-0906/) (Mostafazadeh et al., LSDSem 2017)</p><ul class=mt-2><li><a href=https://aclanthology.org/W17-0906/>LSDSem 2017 Shared Task: The Story Cloze Test</a> (Mostafazadeh et al., LSDSem 2017)</li></ul><h5>ACL</h5><ul class=mt-2><li id=citeACLstyleContent>Nasrin Mostafazadeh, Michael Roth, Annie Louis, Nathanael Chambers, and James Allen. 2017. <a href=https://aclanthology.org/W17-0906/>LSDSem 2017 Shared Task: The Story Cloze Test</a>. In <i>Proceedings of the 2nd Workshop on Linking Models of Lexical, Sentential and Discourse-level Semantics</i>, pages 46–51, Valencia, Spain. Association for Computational Linguistics.</li></ul><div class="modal-footer pb-1"><button type=button class="btn btn-clipboard btn-primary d-none" data-clipboard-target=#citeMarkdownContent><i class="far fa-clipboard pr-2"></i>Copy Markdown to Clipboard</button> <button type=button class="btn btn-clipboard btn-primary d-none" data-clipboard-target=#citeACLstyleContent><i class="far fa-clipboard pr-2"></i>Copy ACL to Clipboard</button></div></div></div></div></div></div></div></section></div><footer class="bg-gradient-light py-2 py-xl-3 mt-3 mt-md-4 mt-xl-5"><div class=container><p class="text-muted small px-1"><span class="float-right mt-2 ml-2"><a rel=license href=http://creativecommons.org/licenses/by/4.0/><img alt="Creative Commons License" style=border-width:0 src=https://i.creativecommons.org/l/by/4.0/88x31.png></a></span> ACL materials are Copyright © 1963–2025 ACL; other materials are copyrighted by their respective copyright holders. 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This test provides a system with a four-sentence story and two possible endings, and the system must choose the correct ending to the story. Successful narrative understanding (getting closer to human performance of 100%) requires systems to link various levels of semantics to commonsense knowledge. 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