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agent self-evolution 1evidence recalibration 1harness optimization 1historical experience 1large language models 1

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most citedToolRosella: Translating Code Repositories into Standardized Tools for Scientific Agents

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cs.DB2025

E3-Rewrite: Learning to Rewrite SQL for Executability, Equivalence,and Efficiency

Dongjie Xu, Yue Cui, Weijie Shi +9

SQL query rewriting aims to reformulate a query into a more efficient form while preserving equivalence. Most existing methods rely on predefined rewrite rules. However, such rule-…