2 papers
cs.CL2026
From Test-Time Scaling to Reusable Memory: Measuring Crystallization in Text-to-SQL
Jiaqian Wang, Yutao Qi, Wenjin Hou +2
Test-time scaling can correct difficult text-to-SQL queries, but the extra computation is normally discarded after each answer. Systems increasingly retain verified repair episodes…
cs.DB2026
EGREFINE: An Execution-Grounded Optimization Framework for Text-to-SQL Schema Refinement
Jiaqian Wang, Yutao Qi, Wenjin Hou +2
Text-to-SQL enables non-expert users to query databases in natural language, yet real-world schemas often suffer from ambiguous, abbreviated, or inconsistent naming conventions tha…