ARTFEED — Contemporary Art Intelligence

ReXCL: Automated Requirements Extraction and Classification Tool

other · 2026-05-13

The ReXCL tool enhances efficiency in the software development lifecycle by automating the extraction and classification processes within requirements engineering. It consists of two modules: the Extraction module utilizes heuristics and predictive modeling to convert raw requirement documents into a set schema, while the Classification module employs adaptive fine-tuning of encoder-based models to assign class labels. Users can export the output to various external tools. Performance assessments indicate notable improvements in both efficiency and accuracy when handling semi-structured requirement documents.

Key facts

  • ReXCL automates extraction and classification in requirements engineering.
  • Extraction module uses heuristics and predictive modeling.
  • Classification module uses adaptive fine-tuning of encoder-based models.
  • Output can be exported to external requirements engineering tools.
  • Performance evaluations show improved efficiency and accuracy.
  • ReXCL handles semi-structured requirement documents.
  • The tool enhances the software development life-cycle.
  • ReXCL marks a novel approach to automating schematization.

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