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Shivasankari Kannan, Yeounoh Chung, Amita Gondi, Tristan Swadell, Fatma Ozcan · 2025 · DOI 10.48550/arxiv.2504.17203 · arXiv 2504.17203

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TabQueryBench: A Query-Centric Benchmark for Synthetic Tabular Data

cs.DB · 2026-07-04 · accept · novelty 7.0

Across 49 datasets and 11 generators, distance-based fidelity overstates synthetic tabular quality: best query-centric score is only 0.75, with systematic failures on high-cardinality support, local conditionals, and extreme tails.

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  • TabQueryBench: A Query-Centric Benchmark for Synthetic Tabular Data cs.DB · 2026-07-04 · accept · none · ref 40

    Across 49 datasets and 11 generators, distance-based fidelity overstates synthetic tabular quality: best query-centric score is only 0.75, with systematic failures on high-cardinality support, local conditionals, and extreme tails.