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<NewsItem contentIssues="true" id="26711" important="false" status="posted" url="https://my3.my.umbc.edu/posts/26711">
<Title>4 Ways Introverted Young Treps Can Win in an Extroverted World</Title>
<Body>
<![CDATA[
    <div class="html-content">It’s not easy for introverted young treps to put themselves out there, but these tips can help you master the networking scene.</div>
]]>
</Body>
<Summary>It’s not easy for introverted young treps to put themselves out there, but these tips can help you master the networking scene.</Summary>
<Website>http://feedproxy.google.com/~r/YoungentrepreneurcomBlog/~3/q2NRpbMY22I/</Website>
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<Tag>business-growth-strategies</Tag>
<Tag>communications</Tag>
<Tag>confidence</Tag>
<Tag>leadership</Tag>
<Tag>networking</Tag>
<Tag>starting-up</Tag>
<Group token="entrepreneurship">Alex. Brown Center for Entrepreneurship</Group>
<GroupUrl>https://my3.my.umbc.edu/groups/entrepreneurship</GroupUrl>
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<Sponsor>The Alex. Brown Center for Entrepreneurship</Sponsor>
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<PostedAt>Tue, 26 Mar 2013 06:00:27 -0400</PostedAt>
</NewsItem>

<NewsItem contentIssues="true" id="26709" important="false" status="posted" url="https://my3.my.umbc.edu/posts/26709">
<Title>Giveaway: Premium WordPress Themes from TemplateMonster</Title>
<Body>
<![CDATA[
    <div class="html-content">
    <a href="http://rss.buysellads.com/click.php?z=1259902&amp;k=6989dd4b5220d0b14530453de7387991&amp;a=6786&amp;c=338269793" rel="nofollow external" class="bo"><img src="http://rss.buysellads.com/img.php?z=1259902&amp;k=6989dd4b5220d0b14530453de7387991&amp;a=6786&amp;c=338269793" alt="" style="max-width: 100%; height: auto;"></a><p><a href="http://buysellads.com/buy/sitedetails/pubkey/6989dd4b5220d0b14530453de7387991/zone/1259902" rel="nofollow external" class="bo">Advertise here with BSA</a></p>
    <br><p><a title="Click this to open TemplateMonster.com collection of WordPress themes in a new browser window/tab." href="http://www.templatemonster.com/wordpress-themes.php" rel="nofollow external" class="bo"><img src="http://cdn.sixrevisions.com/0329-01_giveaway_templatemonster_mar2013_thumbnail.jpg" alt="Click this to open TemplateMonster.com collection of WordPress themes in a new browser window/tab." width="550" height="200" style="max-width: 100%; height: auto;"></a></p>
    <p>We’re giving out three <strong>premium <a href="http://www.templatemonster.com/wordpress-themes.php" rel="nofollow external" class="bo">WordPress themes</a></strong> from TemplateMonster — one of the oldest providers of website templates and themes on the Internet. Read this post to learn how you can win the WordPress theme of your choice from the TemplateMonster site.</p>
    <p></p>
    <h3>Giveaway Period Has Ended</h3>
    <h3>About TemplateMonster</h3>
    <p><a href="http://www.templatemonster.com/" rel="nofollow external" class="bo"><img src="http://cdn.sixrevisions.com/0329-02_templatemonster_homepage.jpg" width="550" height="404" style="max-width: 100%; height: auto;"></a></p>
    <p>At <a href="http://www.templatemonster.com/" rel="nofollow external" class="bo">TemplateMonster</a>, you can find and download a monstrous amount of premium website templates. You can also find a ton of themes for popular CMSs such as WordPress, <a href="http://www.templatemonster.com/jigoshop-themes.php" rel="nofollow external" class="bo">Jigoshop</a> (for your WordPress online store), Joomla!, Magento and much more.</p>
    <h3>Giveaway Period Has Ended</h3>
    <h3>How to Win</h3>
    <p>In this giveaway, you’ll get a chance to win one of TemplateMonster’s many WordPress themes.</p>
    <p>For a chance to win:</p>
    <ol>
    <li>Go to TemplateMonster’s <a href="http://www.templatemonster.com/wordpress-themes.php" rel="nofollow external" class="bo">collection of WordPress themes</a> and navigate to the WordPress theme that you want to win.</li>
    <li>In the comments below, state the <strong>name of the theme</strong>, the <strong>URL of the theme</strong>, and the reason <strong>why you want that theme.</strong>
    </li>
    </ol>
    <p>For example:</p>
    <blockquote>
    <p>I want to win the Bootstrap Cherry Framework Responsive WordPress Theme #43711 because it’s perfect for a business website that I’m launching soon and it looks like I don’t have to customize the theme very much to get the results that I want.</p>
    <p><a href="http://www.templatemonster.com/wordpress-themes/43711.html" rel="nofollow external" class="bo">http://www.templatemonster.com/wordpress-themes/43711.html</a></p>
    </blockquote>
    <h3>Giveaway Details</h3>
    <p>This giveaway ends on <em>Tuesday, April 2, 2013</em> after which the comments section on this post will be closed and you will no longer be able to leave a comment. Please leave a valid email address when filling out the comment form so that we can contact you if you’ve won. Please only comment once. The winners will be randomly selected using the same method as previous Six Revisions giveaways. The winners will be announced on a separate post and you’re advised to <a href="http://feeds2.feedburner.com/SixRevisions" rel="nofollow external" class="bo">subscribe to our RSS feed</a> so that you can be quickly notified when the winners announcement post has been published. Please note that comments are moderated and so your comment may not show up right away. Please also note that comments that do not follow the instructions on how to participate (described above) may not be published, or may be removed later on.</p>
    <h3>Related Content</h3>
    <ul>
    <li><a href="http://sixrevisions.com/wordpress/before-install-wordpress-plugin/" rel="nofollow external" class="bo">6 Questions To Ask Before You Install A WordPress Plugin</a></li>
    <li><a href="http://sixrevisions.com/wordpress/saas-wordpress/" rel="nofollow external" class="bo">Lessons Learned Building a SaaS with WordPress</a></li>
    <li><a href="http://sixrevisions.com/wordpress/caching-plugins/" rel="nofollow external" class="bo">8 Excellent WordPress Caching Plugins to Speed Up Your Site</a></li>
    <li>
    <em>Related categories</em>: <a href="http://sixrevisions.com/category/wordpress/" rel="nofollow external" class="bo">WordPress</a> and <a href="http://sixrevisions.com/category/web-development/" rel="nofollow external" class="bo">Web Development</a>
    </li>
    </ul>
    <h3>About the Author</h3>
    <p><img src="http://images.sixrevisions.com/authors/jacob_gube_small.jpg" alt="" width="80" height="80" style="max-width: 100%; height: auto;"><span><strong>Jacob Gube</strong> is the Founder and Chief Editor of <strong><a href="http://sixrevisions.com/" rel="nofollow external" class="bo">Six Revisions</a></strong>. He’s also a web developer/designer who specializes in front-end development (JavaScript, HTML, CSS) and also a <a href="http://www.amazon.com/gp/product/1847194583?ie=UTF8&amp;tag=sixrevi-20&amp;linkCode=as2&amp;camp=1789&amp;creative=390957&amp;creativeASIN=1847194583" rel="nofollow external" class="bo"><strong>book author</strong></a>. If you’d like to connect with him, head on over to the <a href="http://sixrevisions.com/contact/" rel="nofollow external" class="bo"><strong>contact page</strong></a> and follow him on Twitter: <strong>@<a href="http://twitter.com/sixrevisions" rel="nofollow external" class="bo">sixrevisions</a></strong>.</span></p>
    </div>
]]>
</Body>
<Summary>Advertise here with BSA      We’re giving out three premium WordPress themes from TemplateMonster — one of the oldest providers of website templates and themes on the Internet. Read this post to...</Summary>
<Website>http://feedproxy.google.com/~r/SixRevisions/~3/tpY_dphJoKY/</Website>
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<Tag>contests</Tag>
<Tag>css</Tag>
<Tag>database</Tag>
<Tag>design</Tag>
<Tag>development</Tag>
<Tag>html</Tag>
<Tag>javascript</Tag>
<Tag>mysql</Tag>
<Tag>sql</Tag>
<Tag>web</Tag>
<Group token="retired-583">Web Developer - Build Group</Group>
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<PostedAt>Tue, 26 Mar 2013 06:00:03 -0400</PostedAt>
<EditAt>Tue, 26 Mar 2013 06:00:03 -0400</EditAt>
</NewsItem>

<NewsItem contentIssues="true" id="26708" important="false" status="posted" url="https://my3.my.umbc.edu/posts/26708">
<Title>UMBC Cycling Takes 1st @ Naval Academy and 7th @ Sugar Hill</Title>
<Tagline>1 Day. 2 Races. 7 Riders.</Tagline>
<Body>
<![CDATA[
    <div class="html-content"><blockquote>Mar 23rd Annapolis and Patapsco Valley State Park, MD – One month after its first race and first win of the season, UMBC Cycling found itself in the lead once again at the <em>US Naval Academy Criterium</em>. Riders Julian Paul and Darren Klinefelter placed 1st and 11th respectively in Men's D.<br><br><img src="http://sphotos-a.xx.fbcdn.net/hphotos-snc6/8237_4324747371039_1284400530_n.jpg" height="367" width="460" style="max-width: 100%; height: auto;"><br>Julian Paul (right) and Darren Klinefelter (center) at the US Naval Academy<br><br>While the road team was finishing up in Annapolis, the mountain team took to the dirt in <em>AFC's Sugar Hill</em> in Patapsco Valley State Park. In their first ever mountain race, Steven Kim and Callen Riggins took 7th and 12th respectively in Men's Beginner while David Brinsfield (Alum: Officially racing under <em>Team Awkward Bald Guy</em>) placed 22nd in Men's Sport. Ryan Cunningham placed 28th in Men's Sport after suffering two flat tires and John Cservek (Alum) had to discontinue due to mechanical difficulties. <br><br><a href="https://docs.google.com/a/umbc.edu/spreadsheet/ccc?key=0Akr-7S-3TpsmdHdsdWdJUGNxS3Jjb2VVYU5WUDEwX3c#gid=0" rel="nofollow external" class="bo"><img src="http://farm9.staticflickr.com/8233/8583139111_115188c216_c.jpg" height="687" width="459" style="max-width: 100%; height: auto;"></a><br>Ryan Cunningham racing during AFC Sugar Hill<br><br><br>Full results can be found below.<br><a href="http://www.pre-reg.com/Users/RacerMain.aspx?EventID=732&amp;CatID=15915&amp;RegManFinish=Day07Event03" rel="nofollow external" class="bo">US Naval Academy Criterium</a><br><a href="https://docs.google.com/a/umbc.edu/spreadsheet/ccc?key=0Akr-7S-3TpsmdHdsdWdJUGNxS3Jjb2VVYU5WUDEwX3c#gid=0" rel="nofollow external" class="bo">AFC Sugar Hill</a><br>
    </blockquote></div>
]]>
</Body>
<Summary>Mar 23rd Annapolis and Patapsco Valley State Park, MD – One month after its first race and first win of the season, UMBC Cycling found itself in the lead once again at the US Naval Academy...</Summary>
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<PostedAt>Tue, 26 Mar 2013 02:45:29 -0400</PostedAt>
<EditAt>Tue, 26 Mar 2013 02:46:21 -0400</EditAt>
</NewsItem>

<NewsItem contentIssues="false" id="26741" important="false" status="posted" url="https://my3.my.umbc.edu/posts/26741">
<Title>After Unexpected Day Off, Baseball Returns to Action Against George Washington on Wednesday</Title>
<Body>
<![CDATA[
    <div class="html-content">BALTIMORE � After receiving an unexpected day off on Tuesday due to inclement weather earlier in the week, the UMBC baseball team returns to action with a non-conference game against George Washington on Wednesday afternoon at Barcroft Park.  First pitch in Arlington, Va. between the Retrievers and Colonials is set for 3:00 p.m.</div>
]]>
</Body>
<Summary>BALTIMORE � After receiving an unexpected day off on Tuesday due to inclement weather earlier in the week, the UMBC baseball team returns to action with a non-conference game against George...</Summary>
<Website>http://www.umbcretrievers.com/release.asp?RELEASE_ID=7825</Website>
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<Sponsor>UMBC Athletics</Sponsor>
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<PostedAt>Tue, 26 Mar 2013 01:00:00 -0400</PostedAt>
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<NewsItem contentIssues="false" id="26772" important="false" status="posted" url="https://my3.my.umbc.edu/posts/26772">
<Title>Justin Carter Continues to Dominate America East Men's Tennis Scene</Title>
<Body>
<![CDATA[
    <div class="html-content">Cambridge, Mass.- For the third time in 2013, UMBC freshman Justin Carter (Randallstown, Md./National Connections Academy) has been named America East Conference Men's Tennis Player of the Week. The freshman has won seven of his last eight singles matches, all from the No. 1 position.</div>
]]>
</Body>
<Summary>Cambridge, Mass.- For the third time in 2013, UMBC freshman Justin Carter (Randallstown, Md./National Connections Academy) has been named America East Conference Men's Tennis Player of the Week....</Summary>
<Website>http://www.umbcretrievers.com/release.asp?RELEASE_ID=7827</Website>
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<Sponsor>UMBC Athletics</Sponsor>
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<PostedAt>Tue, 26 Mar 2013 01:00:00 -0400</PostedAt>
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<NewsItem contentIssues="false" id="26758" important="false" status="posted" url="https://my3.my.umbc.edu/posts/26758">
<Title>Liam Paddock Awarded NCAA 2012-13 Fall Sports Postgraduate Scholarship</Title>
<Body>
<![CDATA[
    <div class="html-content">INDIANAPOLIS- UMBC's Liam Paddock, a 2012 Capital One First Team Academic All-American in the sport of men's soccer, has been awarded an NCAA 2012-13 fall sports postgraduate scholarship. Paddock becomes the second Retriever to earn the prestigious award. Tennis standout Lana Khavalina earned the award in 2004 and pursued a law degree from the College of William &amp; Mary.</div>
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</Body>
<Summary>INDIANAPOLIS- UMBC's Liam Paddock, a 2012 Capital One First Team Academic All-American in the sport of men's soccer, has been awarded an NCAA 2012-13 fall sports postgraduate scholarship. Paddock...</Summary>
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<PostedAt>Tue, 26 Mar 2013 01:00:00 -0400</PostedAt>
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<NewsItem contentIssues="false" id="26735" important="false" status="posted" url="https://my3.my.umbc.edu/posts/26735">
<Title>Softball Travels to Saint Peter's for Midweek Doubleheader</Title>
<Body>
<![CDATA[
    <div class="html-content">UMBC softball hits the road for the first time since Feb. 24 when it travels to Saint Peter's for a midweek doubleheader on Wednesday, March 27. The Peacocks will look to avenge the Retrievers' 11-0 five-inning victory that took place on March 3 as part of the UMBC Retriever Classic. First pitch is set for 2 p.m. at Jaroschak Field.</div>
]]>
</Body>
<Summary>UMBC softball hits the road for the first time since Feb. 24 when it travels to Saint Peter's for a midweek doubleheader on Wednesday, March 27. The Peacocks will look to avenge the Retrievers'...</Summary>
<Website>http://www.umbcretrievers.com/release.asp?RELEASE_ID=7824</Website>
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<PostedAt>Tue, 26 Mar 2013 01:00:00 -0400</PostedAt>
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<NewsItem contentIssues="false" id="26726" important="false" status="posted" url="https://my3.my.umbc.edu/posts/26726">
<Title>Women's Lacrosse Hosts Local-Rival No. 17 Loyola in Midweek Clash</Title>
<Body>
<![CDATA[
    <div class="html-content">UMBC women's lacrosse takes a break from America East action on Wednesday, March 27, when it hosts local-rival No. 17 Loyola (Md.) at the UMBC Stadium. The Retrievers, who are off to their best start through nine games since 1986, look to snap a four game losing streak to the Greyhounds. First draw is set for 7 p.m. and can be seen live on UMBCRetrievers.tv.</div>
]]>
</Body>
<Summary>UMBC women's lacrosse takes a break from America East action on Wednesday, March 27, when it hosts local-rival No. 17 Loyola (Md.) at the UMBC Stadium. The Retrievers, who are off to their best...</Summary>
<Website>http://www.umbcretrievers.com/release.asp?RELEASE_ID=7823</Website>
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<PostedAt>Tue, 26 Mar 2013 01:00:00 -0400</PostedAt>
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<NewsItem contentIssues="false" id="26707" important="false" status="posted" url="https://my3.my.umbc.edu/posts/26707">
<Title>Printing the Web</Title>
<Body>
<![CDATA[
    <div class="html-content">
    <p>Hans Christian with the state of web printing. All the old classics are still important, like <code>display: none;</code> on irrelevant stuff (like navigation) and using pseudo elements to display the URL's of links. But there are new kids on the block like <code>@page</code> which helps you style individual printed pages and control printing orientation for certain elements, <code>-webkit-print-color-adjust: exact;</code> for printing background colors/images, printing crop marks, and preventing <a href="http://css-tricks.com/almanac/properties/w/widows/" rel="nofollow external" class="bo">widows</a>. </p>
    <p><a href="http://drublic.de/blog/printing-the-web/" title="Direct link to featured article" rel="nofollow external" class="bo">Direct Link to Article</a> — <a href="http://css-tricks.com/printing-the-web/" rel="nofollow external" class="bo">Permalink</a></p>
    <p><small>The CSS-Tricks feed is sponsored by Wufoo, the best online form builder there is. I use it on every project I've done as long as I've been a web worker. Quickly build any type of form you need, from the humble contact form to the epic multi-page, logic-riddled, mobile-friendly, custom-designed, spam-protected, payment-taking super form. <a href="http://www.wufoo.com/?utm_source=csstricks&amp;utm_medium=ppc&amp;cmpid=brand&amp;utm_network=d&amp;utm_term=csstricksrss" rel="nofollow external" class="bo">Try Wufoo for free today!</a></small></p>
    
    <p><small><a href="http://css-tricks.com/printing-the-web/" rel="nofollow external" class="bo">Printing the Web</a> is a post from <a href="http://css-tricks.com" rel="nofollow external" class="bo">CSS-Tricks</a></small></p>
    </div>
]]>
</Body>
<Summary>Hans Christian with the state of web printing. All the old classics are still important, like display: none; on irrelevant stuff (like navigation) and using pseudo elements to display the URL's of...</Summary>
<Website>http://drublic.de/blog/printing-the-web/</Website>
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<Tag>css</Tag>
<Tag>html</Tag>
<Tag>javascript</Tag>
<Tag>link</Tag>
<Tag>mysql</Tag>
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<Tag>sql</Tag>
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<PostedAt>Mon, 25 Mar 2013 20:14:33 -0400</PostedAt>
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<NewsItem contentIssues="true" id="26706" important="false" status="posted" url="https://my3.my.umbc.edu/posts/26706">
<Title>Results of the 2013 Semantic Textual Similarity task</Title>
<Body>
<![CDATA[
    <div class="html-content">
    <div><a href="http://twitter.com/share?url=http%3A%2F%2Febiquity.umbc.edu%2Fblogger%2F2013%2F03%2F25%2Fresults-of-the-2013-semantic-textual-similarity-task%2F&amp;text=Results%20of%20the%202013%20Semantic%20Textual%20Similarity%20task&amp;related=ebiquity&amp;lang=en&amp;count=vertical&amp;counturl=http%3A%2F%2Febiquity.umbc.edu%2Fblogger%2F2013%2F03%2F25%2Fresults-of-the-2013-semantic-textual-similarity-task%2F" rel="nofollow external" class="bo">Tweet</a></div>
    <p><img src="http://ebiquity.umbc.edu/blogger/wp-content/uploads/2013/03/sts.png" width="500" height="135" style="max-width: 100%; height: auto;"></p>
    <p>The <a href="http://bit.ly/sts13res" rel="nofollow external" class="bo">results</a> of the 2013 <a href="http://ixa2.si.ehu.es/sts/" rel="nofollow external" class="bo">Semantic Textual Similarity task</a> (STS) are out.  We were happy to find that our system did very well on the core task, placing first out of the 35 participating teams.  The three runs we submitted were ranked first, second and third in the overall summary score.</p>
    <p>Congratulations are in order for Lushan Han and Abhay Kashyap, the two UMBC doctoral students whose research and hard work produced a very effective system. </p>
    <h4>The STS task</h4>
    <p>The STS core task is to take two sentences and to return a score between 0 and 5 representing how similar the sentences are, with a larger number meaning a higher similarity. Compared with word similarity, the definition of sentence similarity tends to be more difficult and different people may have different views.</p>
    <p>The STS task provides a reasonable and interesting definition. More importantly, the Pearson correlation scores are about 0.90 [1] for human raters using Amazon Mechanical Turk on the 2012 STS gold standard datasets, almost same to inter-rater agreement level, 0.9026 [2], on the well-known Miller-Charles word similarity dataset. This shows that human raters largely agree on the definitions used in the scale.</p>
    <ul>
    <li>
    <strong>5:</strong> The sentences are completely equivalent, as they mean the same thing, e.g., “<em>The bird is bathing in the sink</em>”  and  “<em>Birdie is washing itself in the water basin</em>”.
    </li>
    <li>
    <strong>4:</strong> The sentences are mostly equivalent, but some unimportant details differ, e.g., “<em>In May 2010, the troops attempted to invade Kabul</em>” and “<em>The US army invaded Kabul on May 7th last year, 2010</em>”.
    </li>
    <li>
    <strong>3:</strong> The sentences are roughly equivalent, but some important information differs/missing, e.g., “<em>John said he is considered a witness but not a suspect.</em>” and “‘<em>He is not a suspect anymore.’ John said</em>.”
    </li>
    <li>
    <strong>2:</strong> The sentences are not equivalent, but share some details, e.g., “<em>They flew out of the nest in groups</em>” and “<em>They flew into the nest together</em>”.
    </li>
    <li>
    <strong>1:</strong> The sentences are not equivalent, but are on the same topic, e.g., “<em>The woman is playing the violin</em>” and “<em>The young lady enjoys listening to the guitar</em>”.
    </li>
    <li>
    <strong>0:</strong> The sentences are on different topics, e.g., “<em>John went horse back riding at dawn with a whole group of friends</em>” and “<em>Sunrise at dawn is a magnificent view to take in if you wake up early enough for it</em>”.</li>
    </ul>
    <h4>The STS datasets</h4>
    <p>There were 86 runs submitted from more than 35 teams.  Each team could submit up to three runs over sentence pairs drawn from four datasets, which included the following.</p>
    <ul>
    <li>
    <strong>Headlines (750 pairs):</strong> a collection of pairs of headlines mined from several news sources by European Media Monitor using the RSS feed, e.g., <em>“Syrian rebels move command from Turkey to Syria”</em> and <em>“Free Syrian Army moves headquarters from Turkey to Syria”.<br>
      </em>
    </li>
    <li>
    <strong>SMT (750 pairs):</strong> a collection with sentence pairs the <a href="http://projects.ldc.upenn.edu/gale/" rel="nofollow external" class="bo">DARPA GALE</a> program, where one sentence is the output of a machine translation system and the other is a reference translation provided by a human, for example, “<em>The statement, which appeared on a website used by Islamists, said that Al-Qaeda fighters in Islamic Maghreb had attacked three army centers in the town of Yakouren in Tizi-Ouzo</em>” and the sentence “<em>the pronouncement released that the mujaheddin of al qaeda in islamic maghreb countries attacked 3 stations of the apostates in city of aekorn in tizi ouzou , which was posted upon the web page used by islamists”</em>.
    </li>
    <li>
    <strong>OnWN (561 pairs):</strong> a collection of sentence pairs describing word senses, one from <a href="http://www.bbn.com/ontonotes/" rel="nofollow external" class="bo">OntoNotes</a> and another from <a href="http://wordnet.princeton.edu/" rel="nofollow external" class="bo">WordNet</a>, e.g., “<em>the act of advocating or promoting something</em>” and  “<em>the act of choosing or selecting</em>”.
    </li>
    <li>
    <strong>FNWN (189 pairs):</strong> a collection of pairs of sentences describing word senses, one from <a href="https://framenet.icsi.berkeley.edu/fndrupal/" rel="nofollow external" class="bo">FrameNet</a> and another from WordNet, for example: “<em>there exist a number of different possible events that may happen in the future. in most cases, there is an agent involved who has to consider which of the possible events will or should occur. a salient_entity which is deeply involved in the event may also be mentioned</em>” and  “<em>doing as one pleases or chooses;</em>”.</li>
    </ul>
    <h4>Our three systems</h4>
    <p>We used a different system for each of our allowed runs, <em>PairingWords</em>, <em>Galactus</em> and <em>Saiyan</em>. While they shared a lot of the same infrastructure, each used a different mix of ideas and features.</p>
    <ul>
    <li>
    <em>ParingWords</em> was built using hybrid word similarity features derived from LSA and WordNet. It used a simple algorithm to pair words/phrases in two sentences and compute the average of word similarity of the resulting pairs. It imposes penalties on words that are not matched with the words weighted by their PoS and log frequency. No training data is used. An online <a href="http://swoogle.umbc.edu/SimService/" rel="nofollow external" class="bo">demonstration</a> system is available to experiment with the underlying word similarity model used by this approach.</li>
    
    <li>
    <em>Galactus</em> used unigrams, bigrams, trigrams and skip bigrams derived from the two sentences and paired them with the highest similarity based on exact string match, corpus and Wordnet based similarity metrics. These, along with contrast scores derived from antonym pairs, were used as features to train a support vector regression model to predict the similarity scores.</li>
    
    <li>
    <em>Saiyan</em> was a fine tuned version of galactus which used domain specific features and training data to train a support vector regression model to predict the similarity scores. (Scores for FNWN was directly used from the <em>PairingWords</em> run.)</li>
    </ul>
    <h4>The results</h4>
    <p>Here’s how our three runs ranked (out of 86) on each of the four different data sets and on the overall task (mean).</p>
    <table border="1">
    <tbody>
    <tr>
    <td> </td>
    <td colspan="3"><strong>our three systems</strong></td>
    </tr>
    <tr>
    <td><strong>dataset</strong></td>
    <td><strong>PairingWords</strong></td>
    <td><strong>Galactus</strong></td>
    <td><strong>Saiyan</strong></td>
    </tr>
    <tr>
    <td>Headlines</td>
    <td>3</td>
    <td>7</td>
    <td>1</td>
    </tr>
    <tr>
    <td>OnWN glosses</td>
    <td>4</td>
    <td>11</td>
    <td>35</td>
    </tr>
    <tr>
    <td>FNWN glosses</td>
    <td>1</td>
    <td>3</td>
    <td>2</td>
    </tr>
    <tr>
    <td>SMT</td>
    <td>8</td>
    <td>11</td>
    <td>16</td>
    </tr>
    <tr>
    <td><strong>mean</strong></td>
    <td><strong>1</strong></td>
    <td><strong>2</strong></td>
    <td><strong>3</strong></td>
    </tr>
    </tbody>
    </table>
    <p>Over the next two weeks we will write a short system paper for the *SEM 2013, the <a href="http://clic2.cimec.unitn.it/starsem2013/" rel="nofollow external" class="bo">Second Joint Conference on Lexical and Computational Semantics</a>.</p>
    <p> </p>
    <p>[1] Eneko Agirre, Daniel Cer, Mona Diab and Gonzalez-Agirre Aitor. 2012. <a href="http://aclweb.org/anthology-new/S/S12/S12-1051.pdf" rel="nofollow external" class="bo">SemEval-2012 task 6: A pilot on semantic textual similarity. In Proc. 6th Int. Workshop on Semantic Evaluation </a>(SemEval 2012), in conjunction with the First Joint Conf. on Lexical and Computational Semantics (*SEM 2012)., Montreal,Canada. </p>
    <p>[2] P. Resnik, “<a href="http://arxiv.org/abs/cmp-lg/9511007" rel="nofollow external" class="bo">Using information content to evaluate semantic similarity in a taxonomy</a>,” in Proc. 14th Int. Joint Conf. on Artificial Intelligence, 1995.</p>
    </div>
]]>
</Body>
<Summary>Tweet     The results of the 2013 Semantic Textual Similarity task (STS) are out.  We were happy to find that our system did very well on the core task, placing first out of the 35 participating...</Summary>
<Website>http://ebiquity.umbc.edu/blogger/2013/03/25/results-of-the-2013-semantic-textual-similarity-task/</Website>
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<Tag>machine-learning</Tag>
<Tag>nlp</Tag>
<Group token="ebiquity">Ebiquity Research Group</Group>
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<Sponsor>ebiquity research group</Sponsor>
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<PostedAt>Mon, 25 Mar 2013 20:11:18 -0400</PostedAt>
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