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DecoSearch introduces a training-free framework for Text-to-SQL that routes queries based on complexity, using schema selection, decomposition into DAGs, RAG, and plan-level repair, achieving 70.53% on BIRD and 88.31% on Spider with a DeepSeek backbone.