Croissant has emerged as a standard for machine-readable dataset metadata, yet populating its fields remains labor-intensive and requires careful reading of accompanying dataset documentation. We present the first benchmark enabling end-to-end evaluation of metadata extraction aligned with a community-standard schema....
Berke Arda, Ahmetcan Yavuz, Paul Gerry et al.· 0 citations
Modern day software products based on data usually rely on spreadsheet datasets which might be poorly structured and dirty. The current paper outlines the creation of a pipeline automation system called ReFyn, which is aimed at the effective transformation of diverse data formats such as CSV files and Excel sheets. Dat...
A. M., M. L, Sowbhagya M. P. et al.· 2026 2nd International Confe...· 0 citations
Tools and methods for the automated collection, processing, and integration of data for scientific analytical systems in critical infrastructure are analyzed. A three-level methodol-ogy is proposed, which includes: collecting information from official, commercial, and unofficial APIs, web resources, and streaming platf...
A. Khalygov, B. Lysov· Elektronne modelûvannâ· 0 citations
This study addresses the need to update professional profiles in higher education in response to the emergence of Artificial Intelligence (AI) and data science. The objective of this research was to implement a computational data pipeline based on an Extract, Transform, and Load (ETL) approach to automatically assess t...
Morayma G. Orán-Muñoz, Mayra L. González-Mosqueda, Karla Martínez-Tapia et al.· International Journal of Com...· 0 citations
A metadata-driven automation framework that leverages AI-assisted refactoring and Python-based pipelines to accelerate migration while maintaining functional correctness is presented, providing a scalable blueprint for enterprise-wide BI modernization.
Sarafudheen M. Tharayil, Nouf F. Alzahrani, Bala Koppuravuri et al.· GOTECH· 0 citations
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