StructSynth: Dependency Graphs as Generation Plans for Low-Data Tabular Synthesis with Language Models
StructSynth is introduced, a framework that treats a dependency graph as a generation plan---determining the generation order, conditioning context, and scope of each black-box LLM call, and achieves state-of-the-art downstream utility and the best privacy-risk ranking among fourteen compared generators in low-data settings.
Si-Yi Liu, Yujian Zheng, Haoyang Li et al.
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