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Mining and Clustering Phrases for English for Special Purpose: Travel Writing

机译:英语专用挖掘和聚类短语:旅游写作

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We introduce a method for learning to find paraphrases in a given corpus. In our approach, phrases are transformed into word embeddings aimed at finding the most close phrases to retrieve phrases based on machine learning. The method involves using language models to generate the word vector representation and find paraphrases. At run-time, phrases are transformed into a set of word embeddings, and re-ranking is performed on the retrieved paraphrases. We present a prototype model that applies the method to find common phrases and their paraphrases in a travel guide. Experimental evaluation on Lonely Planet Taiwan (Country Guide)[7] shows promising results.
机译:我们介绍了一种学习在给定的语料库中寻找释义的方法。在我们的方法中,短语被转换为旨在查找最贴近短语的单词嵌入式,以根据机器学习检索短语。该方法涉及使用语言模型来生成Word矢量表示并找到释义。在运行时,短语被转换为一组Word Embedings,并且在检索到的释义上执行重新排序。我们介绍了一个原型模型,该模型应用该方法在旅行指南中找到常见的短语及其释义。孤独星球台湾(国家指南)的实验评估[7]显示了有希望的结果。

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