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Weizhi Fei · Hao Shi · Jing Xu · Jingchen Peng · Jiazheng Li · Jingzhao Zhang · Bo Bai · Wei Han · zy chen · Xueyan Niu
Yang Zerui · Weichuan Wang · Yanwei XU · Linqi Song · Yudai Matsuda · Wei Han · Bo Bai
Existing NL2SQL systems face two critical limitations : (1) they rely on in-context learning with only correct examples, overlooking the rich signal in historical error–fix pairs that could guide more robust self-correction; and (2) test-time scaling (TTS) approaches often decompose questions arb...