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A Graph-based Automatic Paraphrase Extraction Algorithm
Thesis

A Graph-based Automatic Paraphrase Extraction Algorithm

Chen, Yi-Chun
Masters, 國立清華大學, 資訊工程學系
2012

Abstract

產生改述片語 圖形理論方法 權重式 PageRank 演算法 語言動機特徵 Paraphrase generation Graph-based method Weighted PageRank Algorithm Linguistically motivated feature
Paraphrases are alternative ways to express the same meaning. Automatically generating paraphrases can be applied in many of National Language Processing tasks. We propose a method for generating paraphrases which preserve the meaning and the syntax of a given phrase. In our approach, the paraphrasing problem is transformed into a graph representing direct and indirect paraphrase relations. The method involves incorporating various linguistically motivated features to reflect the similarities of paraphrase candidates, and using Weighted PageRank Algorithm to evaluate the relevance of paraphrase candidates. Evaluation on a set of phrases commonly used in research articles shows that our method significantly outperforms the state-of-the-art methods under both semantic and syntactic considerations.

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