In April 2025, Abumafrim focused on enhancing data quality within the acl-org/acl-anthology repository by addressing a metadata issue in the 2022 EMNLP XML dataset. Using Python and XML editing tools, Abumafrim corrected an author’s name spelling and added missing affiliation information, thereby improving the accuracy of author attribution and supporting downstream analytics. The work did not introduce new features or alter product functionality, but instead targeted the reliability of metadata for search and reporting. This targeted bug fix demonstrated attention to detail and a methodical approach to maintaining data integrity in a large-scale academic publication repository.