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<?xml version="1.0" standalone="yes"?> <Paper uid="W06-1415"> <Title>Generating Intelligent Numerical Answers in a Question-Answering System</Title> <Section position="10" start_page="109" end_page="109" type="concl"> <SectionTitle> 6 Conclusion </SectionTitle> <Paragraph position="0"> We proposed a question-answering system which generates intelligent answers to numerical questions. Candidate answers are first extracted from the Web. Generated answers are composed of three parts: (1) a direct answer: the content determination process &quot;chooses&quot; a direct answer among candidates, dealing with data inconsistencies and approximations, (2) an explanation: the content determination process allows to identify, from data sets, the possible value variations and to infer their variation criteria (time, place or restrictions on the question focus), and (3) a possible Web page extract. This work has several future directions among which we plan: - to define precisely in which cases it is useful to propose a Web page extract as a justification and, - to measure the relevance of restrictions on the question focus to avoid generating an enumeration of values corresponding to irrelevant restrictions.</Paragraph> </Section> class="xml-element"></Paper>