During November 2025, Dayyan O’Brien focused on enhancing data integrity within the acl-org/acl-anthology repository by correcting contributor metadata in XML files. Addressing a mismatch between author names in the XML and official PDF documentation, Dayyan ensured accurate attribution for the 2025.wmt-1.17 entry. The work involved XML editing and data management, implementing cross-document validation to prevent future discrepancies. Collaborating with other contributors, Dayyan maintained clear commit documentation to support reproducibility and traceability. This targeted bug fix improved the reliability of downstream indexing and analytics, ultimately supporting more accurate search and attribution for published proceedings in the repository.