文本后处理助力高效AI应用  

Text Reprocessing Facilitates Efficient AI Applications

作　　者：孙文韬 孙由之 郭子浩 项昊乐 

机构地区：[1]中国矿业大学(北京)机械与电气工程学院,北京 [2]中国矿业大学(北京)文法学院,北京 [3]中国矿业大学(北京)人工智能学院,北京

出　　处：《计算机科学与应用》2024年第6期50-61,共12页Computer Science and Application

摘　　要：本文主要探讨了文本后处理技术在自然语言处理中的应用。首先,本文介绍了文本后处理的概念和目的,即对文本进行进一步的处理和优化,以提高其质量和可读性。讨论了文本后处理技术,包括分词、词汇分类、同义词查找及替换等。其中,分词是文本后处理的基础,可以帮助识别文本中的词汇和语法结构;分词后对句子的分析可进一步理解文本的含义和语义关系;词汇分类则是将词汇划分到不同的类别中,以便后续的处理和应用。并使用了定量指标以评测处理后的文本在各指标上是否有明显提升。通过流程化的步骤,提高了文本处理的效率和准确性,将使产出的文本具备可定制性与较强指向性,可适应更多、更复杂化的使用场景。最后,对文本后处理技术的未来发展进行了展望,认为随着人工智能技术的不断发展和应用,文本后处理技术将会变得更加智能化和定制化,为自然语言处理的发展带来新的机遇和挑战。This paper mainly discusses the application of text post-processing technology in natural language processing. First, this paper introduces the concept and purpose of text post-processing, namely the further processing and optimization of the text to improve its quality and readability. Text post-processing techniques are discussed, including partisegmentation, word classification, synonym finding and replacement. Among them, word segmentation is the basis of text post processing, which can help identify the vocabulary and grammar structure;the analysis can further understand the meaning and semantic relationship of the vocabulary into different categories for subsequent processing and application. The quantitative index is also used to evaluate whether the processed text has been significantly improved in each index. Through the process steps, the efficiency and accuracy of text processing are improved, and the produced text will have customizable and strong directivity, which can adapt to more and more complex use scenarios. Finally, the future development of text reprocessing technology is discussed, believing that with the continuous development and application of artificial intelligence technology, text reprocessing technology will become more intelligent and customized, bringing new opportunities and challenges for the development of natural language processing.

关 键 词：语言大模型 人工智能 文本处理 

分 类 号：TP3[自动化与计算机技术—计算机科学与技术]