The academic research pipeline has expanded from four to eight sources, enhancing its capabilities with the addition of new platforms. The pipeline now includes arXiv, OpenAlex, Europe PMC, Crossref, DBLP, ACL Anthology, Semantic Scholar, and Google Scholar. This expansion incorporates fuzzy title and author matching, along with confidence scoring, to improve the accuracy and reliability of research data aggregation.