2 papers
cs.IR2026
Comparing how Large Language Models perform against keyword-based searches for social science research data discovery
Mark Green, Maura Halstead, Caroline Jay +3
This paper evaluates the performance of a large language model (LLM) based semantic search tool relative to a traditional keyword-based search for data discovery. Using real-world…
cs.HC2025
From keywords to semantics: Perceptions of large language models in data discovery
Maura E Halstead, Mark A. Green, Caroline Jay +3
Current approaches to data discovery match keywords between metadata and queries. This matching requires researchers to know the exact wording that other researchers previously use…