Shengkun Wang

Evaluation of Open-Source LLMs for Automated Subject Metadata Generation in Scholarly Workflows

Academic libraries, repositories, and cultural heritage aggregators face growing metadata backlogs as digital collections expand. Controlled metadata assignment remains essential for discovery, browsing, and interoperability, but it is labor intensive and difficult to scale. This paper evaluates four open-weight large...