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Automated extraction of information from Polish resume documents in the IT recruitment process

机译:在IT招聘过程中自动提取来自波兰语简历文件的信息

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摘要

The problem of automated information retrieval and semantic analysis becomes more and more popular due to the difficulty of searching and analyzing large text datasets. Also, the recruitment process implies searching vast amounts of usually unstructured text files and makes human analysis challenging or even impossible to perform.This research presents a hybrid approach to automated information retrieval for the recruitment process in the IT industry. The proposed model implements a multi-module system in terms of low resource language dictionaries and complex linguistic dependencies in Polish.The experimental results confirmed our proposed solution. The keyword recognition for different resume sections was 60%-160% higher than for separate common tools.
机译:由于难以搜索和分析了大型文本数据集,自动信息检索和语义分析的问题变得越来越受欢迎。 此外,招聘过程意味着寻找大量通常非结构化的文本文件,并使人类分析挑战甚至不可能进行。本研究提出了一种混合方法,以便在IT行业中招聘过程中的自动化信息检索。 所提出的模型在低资源语言词典和抛光中的复杂语言依赖项方面实现了多模块系统。实验结果证实了我们所提出的解决方案。 不同简历部分的关键字识别比单独的常用工具高出60%-160%。

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