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Recent Trends in Digital Text Forensics and Its Evaluation: Plagiarism Detection, Author Identification, and Author Profiling

机译:数字文本取证的最新趋势及其评估:抄袭检测,作者识别和作者分析

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This paper outlines the concepts and achievements of our evaluation lab on digital text forensics, PAN 13, which called for original research and development on plagiarism detection, author identification, and author profiling. We present a standardized evaluation framework for each of the three tasks and discuss the evaluation results of the altogether 58 submitted contributions. For the first time, instead of accepting the output of software runs, we collected the softwares themselves and run them on a computer cluster at our site. As evaluation and experimentation platform we use TIRA, which is being developed at the Webis Group in Weimar. TIRA can handle large-scale software submissions by means of virtualization, sandboxed execution, tailored unit testing, and staged submission. In addition to the achieved evaluation results, a major achievement of our lab is that we now have the largest collection of state-of-the-art approaches with regard to the mentioned tasks for further analysis at our disposal.
机译:本文概述了我们的数字文本取证评估实验室PAN 13的概念和成就,该实验室呼吁对original窃检测,作者识别和作者概况进行原创性研究和开发。我们为这三个任务中的每一个提出了一个标准化的评估框架,并讨论了总共58份提交的评估结果。第一次,我们不接受软件运行的输出,而是收集了软件本身,并在我们站点的计算机集群上运行它们。作为评估和实验平台,我们使用TIRA,这是由魏玛的Webis Group开发的。 TIRA可以通过虚拟化,沙盒执行,量身定制的单元测试和分阶段提交来处理大规模软件提交。除了获得的评估结果外,我们实验室的一项主要成就是,对于上述任务,我们现在拥有最大数量的最新方法,可供我们进一步分析。

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