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(41)¡¡A Proposal of Paraphrasing Method Using Inductive
Learning for Dialogue System
¡¡¡¡¡¡¡¡Proceedings of FIRST INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY &
¡¡¡¡¡¡¡¡APPLICATIONS (ICITA 2002), pp.169-174, 2002-11
¡¡In recent years, many methods of the paraphrasing are proposed since the technology
of paraphrasing is able to apply
to various applications. The knowledge based methods for paraphrasing were proposed
mainly. However, these methods
cannot deal with the situation which is not expected beforehand. And it is difficult
to make clear the quantity and the kind of knowledge which should be prepared
beforehand. Therefore, we propose the method which generates the paraphrased sentence
by using Inductive Learning. This method is robust because the method can adapt
to a user dynamically by acquiring paraphrasing rules from examples using Inductive
Learning. We adapt this method to the question-answering system. In the question-answering
system, it is one of the problems that it cannot answer the questions because
they are the different expressions even if they are the same meaning. To solve
the problem, the system generates the paraphrased sentences which are the same
content and the different expression. By using generated paraphrased sentences
in the matching process of the question-answering system, the system based on
our proposed method realizes more efficient matching. And it can answer even the
question which cannot be answered by the previous methods by using this system.
We have constructed the paraphrasing system for the question-answering system
on our proposed method, and showed
the effectiveness of it in this paper.
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