“Artificial Intelligence in Language Corpus Construction: A Structured Review of Pipelines, Failure Modes, and Validation Requirements”. 2026. American Scholar: Journal of Interdisciplinary Research and Knowledge 1 (05): 191-202. http://scientajournals.com/index.php/1/article/view/185.