AINeutralarXiv – CS AI · 18h ago7/10
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UniQL: Towards Dialect-Universal Benchmarking for Text-to-SQL
UniQL introduces a new benchmark for evaluating text-to-SQL models across 16 different SQL dialects, addressing a critical gap where existing benchmarks focus primarily on SQLite. The study reveals that current large language models struggle with cross-dialect generalization, performing inconsistently across different database systems despite success on SQLite.