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The Web is an important source of information about computer security threats, vulnerabilities and cyberattacks. We present initial work on developing a framework to detect and extract information about vulnerabilities and attacks from Web text. Our prototype system uses Wikitology, a general purpose knowledge base derived from Wikipedia, to extract concepts that describe specific vulnerabilities and attacks, map them to related concepts from DBpedia and generate machine understandabledoi:10.1109/wi-iat.2011.26 dblp:conf/iat/MulwadLJFV11 fatcat:jp7ze5bxergtrh5fsjxsiombva