我想让你成为一名科学的英汉翻译我会用一种语言为你提供一些段落你的任务是准确而学术地将这些段落只翻译成另一种语言。翻译后不要重复原来提供的段落。你应该使用人工智能工具如自然语言处理以及关于有效写作技巧的修辞知识和经验来回复。我会给你我的段落如下告诉我它是用什么语言写的然后翻译:随着科技和信息化程度的迅速提升军事科技情报数量急速膨胀实现该类文本的自动化分类成为军事科技情报研究领域中的一个重要研究方向。
这段段落是用中文写的。
With the rapid development of technology and informatization, the number of military scientific and technological intelligence has increased rapidly. The automatic classification of such texts has become an important research direction in the field of military scientific and technological intelligence. In this paper, based on the intelligence data resources accumulated by the enterprise for a long time through manual screening and annotation, the necessary information is extracted, and a military scientific and technological intelligence classification dataset is established. In view of the special structure of the dataset, this paper sets the corresponding position weight based on the frequency of words in the class title or class keywords to adjust the TFIDF value, which makes up for the shortcomings of TFIDF ignoring word position and word category distribution. On the basis of improving the TFIDF weight, this paper combines a high-precision machine learning model to achieve the classification of military scientific and technological intelligence, with an accuracy rate of 97.2%. The experimental results show that the method adopted in this paper can significantly improve the classification accuracy of military scientific and technological intelligence texts
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