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	<pub:InProceedings rdf:about="http://ebiquity.umbc.edu/paper/html/id/671/KELVIN-Extracting-Knowledge-from-Large-Text-Collections">
		<rdfs:label><![CDATA[KELVIN: Extracting Knowledge from Large Text Collections]]></rdfs:label>
		<pub:title><![CDATA[KELVIN: Extracting Knowledge from Large Text Collections]]></pub:title>
		<pub:publishedOn rdf:datatype="&xsd;dateTime">2014-11-13T00:00:00-05:00</pub:publishedOn>
		<pub:abstract><![CDATA[We describe the KELVIN system for extracting entities and relations from large text collections and its use in the TAC Knowledge Base Population Cold Start task run by the U.S. National Institute of Standards and Technology.  The Cold Start task starts with an empty knowledge base defined by an ontology or entity types, properties, and relations.  Evaluations in 2012 and 2013 were done using a collection of text from local Web and news to de-emphasize the linking entities to a background knowledge bases such as Wikipedia.  Interesting features of KELVIN include a cross-document entity coreference module based on entity mentions, removal of suspect intra-document conference chains, a slot value consolidator for entities, the application of inference rules to expand the number of asserted facts and a set of analysis and browsing tools supporting development.]]></pub:abstract>
		<pub:pages><![CDATA[34-41]]></pub:pages>
		<pub:organization><![CDATA[AAAI]]></pub:organization>
		<pub:counter>1897</pub:counter>
		<pub:tag><![CDATA[ai]]></pub:tag>
		<pub:tag><![CDATA[big data]]></pub:tag>
		<pub:tag><![CDATA[information extraction]]></pub:tag>
		<pub:tag><![CDATA[natural language processing]]></pub:tag>
		<pub:tag><![CDATA[natural language processing]]></pub:tag>
		<pub:tag><![CDATA[ontology]]></pub:tag>
		<pub:booktitle><![CDATA[Proceedings of the AAAI Fall Symposium on Natural Language Access to Big Data]]></pub:booktitle>
		<pub:publisher><![CDATA[AAAI Press]]></pub:publisher>
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					<person:Person rdf:about="http://ebiquity.umbc.edu/person/html/James/Mayfield"><person:name><![CDATA[James Mayfield]]></person:name><rdfs:label><![CDATA[James Mayfield]]></rdfs:label></person:Person>
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							<person:Person rdf:about="http://ebiquity.umbc.edu/person/html/Dawn/Lawrie"><person:name><![CDATA[Dawn Lawrie]]></person:name><rdfs:label><![CDATA[Dawn Lawrie]]></rdfs:label></person:Person>
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									<person:Person rdf:about="http://ebiquity.umbc.edu/person/html/Paul/McNamee"><person:name><![CDATA[Paul McNamee]]></person:name><rdfs:label><![CDATA[Paul McNamee]]></rdfs:label></person:Person>
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											<person:Person rdf:about="http://ebiquity.umbc.edu/person/html/Tim/Finin"><person:name><![CDATA[Tim Finin]]></person:name><rdfs:label><![CDATA[Tim Finin]]></rdfs:label></person:Person>
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													<person:Person rdf:about="http://ebiquity.umbc.edu/person/html/Craig/Harmon"><person:name><![CDATA[Craig Harmon]]></person:name><rdfs:label><![CDATA[Craig Harmon]]></rdfs:label></person:Person>
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		<pub:softCopy><pub:SoftCopy>
			<pub:softCopyFormat><![CDATA[PDF Document]]></pub:softCopyFormat>
			<pub:softCopyURI><![CDATA[http://ebiquity.umbc.edu/get/a/publication/722.pdf]]></pub:softCopyURI>
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