基于语素分割的自然语言水印

Mi-Young Kim
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引用次数: 7

摘要

本文探讨了朝鲜语文本水印的方法,并提出了一种基于语素的方案,即将一个谓词名词分割为一个名词和一个谓词。朝鲜语作为一种黏着性语言,为基于语素的自然语言水印提供了良好的基础。韩语单词通常由内容语素和功能语素组成。然而,谓语名词素有两个内容语素——nominal和predicate。因此,我们提出了一种方法,将谓词标称词分离为两个词,并为每个新词分配一个内容语素。谓词名词性的划分既不改变句子的意义,又保证了句子的自然性。我们提出的自然语言水印方法包括五个步骤。首先,我们对未标记文本进行形态学分析。接下来,我们选择目标谓词名词进行除法,并确定除法类型。然后,我们根据除法类型使用插入位。第三,我们为每个谓词标称嵌入一个水印位。第四,如果水印位与插入位不对应,我们将谓词标称分为两个词。最后,我们得到标记文本。实验结果表明,标记文本中的非自然句子率明显低于以前的系统。实验结果还表明,标记的文本保持了相同的风格,具有相同的信息,没有语义失真。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Natural Language Watermarking by Morpheme Segmentation
This paper explores the method for Korean text watermarking and develops a morpheme-based scheme that a predicate nominal is segmented into a nominal and a predicate. Korean, as an agglutinative language, provides a good ground for the morpheme-based natural language watermarking. Korean word usually consists of a content morpheme and function morphemes. However, predicate nominal has two content morphemes--nominal and predicate. So, we propose a method to separate a predicate nominal into two words and assign a content morpheme into each of the new words. The division of a predicate nominal does not change the meaning of the sentence, and it also ensures the naturalness of the sentence.Our proposed natural language watermarking method consists of five procedures. First, we perform morphological analysis of unmarked text. Next, we choose target predicate nominals for division, and determine the division type. And then, we employ an insertion bit according to the division type. Third, we embed a watermark bit for each predicate nominal. Fourth, if the watermark bit does not correspond to the insertion bit, we divide the predicate nominal into two words. Finally, we obtain marked text. From the experimental results, we show that the rate of unnatural sentences in marked text is significantly lower than that of previous systems. Experimental results also show that the marked text keeps the same style, and it has the same information without semantic distortion.
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