MTSQL-R1 is an agentic training framework that casts multi-turn Text-to-SQL as an MDP with database execution feedback and persistent memory verification, outperforming baselines on COSQL and SPARC via iterative propose-execute-verify-refine cycles.
- conclude <exec_verify>pass</exec_verify> if results are reasonable, otherwise <exec_verify>no_pass</exec_verify>
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MTSQL-R1: Towards Long-Horizon Multi-Turn Text-to-SQL via Agentic Training
MTSQL-R1 is an agentic training framework that casts multi-turn Text-to-SQL as an MDP with database execution feedback and persistent memory verification, outperforming baselines on COSQL and SPARC via iterative propose-execute-verify-refine cycles.