Hierarchical Table Semantics for Exploratory Table Discovery

Exploratory table discovery in open data portals presents significant challenges due to unreliable metadata and ambiguous table semantics. Users typically lack prior knowledge of available datasets, making it difficult to identify relevant tables through traditional keyword search or value matching approaches, which often fail to capture semantic relevance across heterogeneous table representations.