利用胎记检测自然语言文本的盗窃

Jianlong Yang, Jianmin Wang, Deyi Li
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引用次数: 5

摘要

为了有效地检测自然语言文本的盗窃,我们提出了一种从文本中提取胎记的新方案。由于胎记是每个文本的独特和固有特征,因此具有相同胎记的文本很容易被怀疑是副本。理想情况下,胎记应该满足两个属性:(a)可信度——独立文本必须由完全不同的胎记区分;(b)复原力——胎记应该能够容忍保留意义的攻击。为了评估所提出的胎记的有效性,我们进行了两个实验。第一个显示胎记成功区分非复制文件。在第二个实验中,它表明胎记对保留意义的攻击有很好的容忍度。
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Detecting the Theft of Natural Language Text Using Birthmark
To detect the theft of natural language text effectively, we present a novel scheme to derive birthmark from the text. Since birthmark is a unique and native characteristic of every text, a text with the same birthmark of another can be easily suspected of a copy. Ideally, birthmark should satisfy two properties: (a) credibility - independent texts must be distinguished by completely different birthmarks, and (b) resilience - birthmark should be tolerant against meaningpreserving attacks. To evaluate the effectiveness of the proposed birthmark, we conduct two experiments. The first one shows that birthmark successfully distinguishes non-copied files. In the second one, it shows that birthmark has quite good a tolerance against meaning-preserving attacks.
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