Worked on the acl-org/acl-anthology repository to address metadata integrity issues for conference proceedings, focusing on correcting file paths to ensure references point to the latest versions. Applied expertise in documentation and metadata management to update and verify metadata for 2023.nlposs-1.2 and 2024.mrl-1.11, using Python to implement and validate changes. This work reduced the risk of broken links and improved the reliability of downstream indexing and citation pipelines. By ensuring accurate metadata references, the developer supported more reliable search and data quality for researchers relying on the ACL Anthology’s proceedings metadata, enhancing overall data consistency and usability.