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Robust Active Learning for Few-Shot Example Selection in Text-to-SQL

Pourhabib, Arash
arXiv (All) · Papers
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databasesmachine-learning
Domain-specific text-to-SQL systems ground a large language model by retrieving annotated few-shot examples, and each example needs expert-written SQL. We treat the choice of which queries to annotate as constrained experimental design on the low-dimensional manifold of query embeddings, with query-
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