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cs.AI2026
UniQL: Towards Dialect-Universal Benchmarking for Text-to-SQL
Jianling Gao, Chongyang Tao, Jiayuan Bai +7
Existing text-to-SQL benchmarks are largely centered on SQLite, making it difficult to evaluate whether models can generalize across heterogeneous SQL dialects. However, real-world…
cs.AI2025
JudgeSQL: Reasoning over SQL Candidates with Weighted Consensus Tournament
Jiayuan Bai, Xuan-guang Pan, Chongyang Tao +1
Text-to-SQL is a pivotal task that bridges natural language understanding and structured data access, yet it remains fundamentally challenging due to semantic ambiguity and complex…