2 papers
cs.DB2026
Less Is More? When Dataset Context Hurts LLM-Generated Dataset Descriptions
Lisa-Yao Gan, Arunav Das, Johanna Walker +2
Dataset search and reuse are strongly constrained by the quality of metadata such as natural language descriptions, which are often sparse or inconsistent. Although large language…
cs.IR2025
Keywords are not always the key: A metadata field analysis for natural language search on open data portals
Lisa-Yao Gan, Arunav Das, Johanna Walker +1
Open data portals are essential for providing public access to open datasets. However, their search interfaces typically rely on keyword-based mechanisms and a narrow set of metada…