使用动态规划恢复阿拉伯语变音符号

Yasser Hifny
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引用次数: 22

摘要

阿拉伯文字可以使用变音符号,也可以不使用变音符号。在正常情况下,阿拉伯文本不使用变音符号(例如阿拉伯报纸)。当变音符出现时,阿拉伯文字提供了足够的关于正确发音和单词含义的信息。为阿拉伯单词分配正确的变音符号是一项复杂的任务,涉及形态学、语法和语义处理。本研究的目标是开发一个自动系统来为阿拉伯语单词分配变音符号。所提出的技术是纯粹的统计方法,仅依赖于带变音符注释的阿拉伯语语料库。本文提出了一种用动态规划方法恢复阿拉伯语变音符号的算法。使用统计n-gram语言建模方法为可能的带有变音符号的单词序列分配分数。使用分配的分数,可以使用动态规划算法搜索最可能的序列。当忽略大小写结尾(即最后一个字母的变音符号)时,在公共领域语料库上的初步结果表明,该算法可以产生良好的结果。
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Restoration of Arabic diacritics using dynamic programming
Arabic script can be written with diacritics or without diacritics. In normal situation, Arabic text is written without the diacritics (e.g. Arabic newspapers). When the diacritics are present, the Arabic script provides enough information about the correct pronunciation and the meaning of the words. Assigning the correct diacritics to Arabic words is a complex task implying morphology, syntax, and semantic processing. The goal of this research is to develop an automatic system to assign diacritics to Arabic words. The presented technique is purely statistical approach and depends only on an Arabic corpus annotated with diacritics. In this paper, we present an algorithm to restore Arabic diacritics using dynamic programming approach. The possible word sequences with diacritics are assigned scores using statistical n-gram language modeling approach. Using the assigned scores, it is possible to search the most likely sequence using a dynamic programming algorithm. When case ending is ignored (i.e the diacritic mark of last letter), preliminary results on a public domain corpus show that the algorithm can lead to good results.
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