Muning Wen Xidian University

From Test-Time Scaling to Reusable Memory: Measuring Crystallization in Text-to-SQL

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, yet evaluations still report one end-to-end score. It cannot distinguish replay on recurring questions from help on unseen questions, or i...