A Combined Usage of NLP Libraries Towards Analyzing Software Documents.
Saved in:
| Title: | A Combined Usage of NLP Libraries Towards Analyzing Software Documents. |
|---|---|
| Authors: | Kong, Xianglong, Zhuo, Hangyi, Gu, Zhechun, Cheng, Xinyun, Zhang, Fan |
| Source: | International Journal of Software Engineering & Knowledge Engineering; Sep2023, Vol. 33 Issue 9, p1387-1404, 18p |
| Subject Terms: | NATURAL language processing, LIBRARIES |
| Abstract: | Software documents are commonly processed by natural language processing (NLP) libraries to extract information. The libraries provide similar functional APIs to achieve NLP tasks, numerous toolkits result in a problem of selection. In this work, we propose a method to combine the strengths of different NLP libraries to avoid the subjective selection of a specific NLP library. The combined usage is conducted through two steps, i.e. document-level selection of primary NLP library and sentence-level overwriting. The primary NLP library is determined according to the overlap degree of the results. The highest overlap degree indicated the most effective NLP library on a specific NLP task. Through sentence-level overwriting, the possible fine-gained improvements from other libraries are extracted to overwrite the outputs of primary library. We evaluate the combined method with six widely used NLP libraries and 200 documents from three different sources. The results show that the combined method can generally outperform all the studied NLP libraries in terms of accuracy. The finding means that our combined method can be used instead of individual NLP library for more effective results. [ABSTRACT FROM AUTHOR] |
| Copyright of International Journal of Software Engineering & Knowledge Engineering is the property of World Scientific Publishing Company and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Complementary Index |
Nájsť tento článok vo Web of Science Be the first to leave a comment!