LAKEGEN builds synthetic, domain-specific tabular benchmarks using ontologies and an LLM, and shows current dataset discovery methods struggle on the resulting semantic joinability tasks.
Methods of integrating data to uncover genotype–phenotype interactions.Nature Reviews Genetics, 16(2):85–97, 2015
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LAKEGEN: A LLM-based Tabular Corpus Generator for Evaluating Dataset Discovery in Data Lakes
LAKEGEN builds synthetic, domain-specific tabular benchmarks using ontologies and an LLM, and shows current dataset discovery methods struggle on the resulting semantic joinability tasks.