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name": "memory_retrieve

If <exec_verify>pass</exec_verify>, You have to call ‘memory_retrieve‘ tool via <tool_call> at least once to ensure the current generated SQL is coherent with the historical memory

1 Pith paper cite this work. Polarity classification is still indexing.

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cs.CL 1

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2025 1

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MTSQL-R1: Towards Long-Horizon Multi-Turn Text-to-SQL via Agentic Training

cs.CL · 2025-10-12 · unverdicted · novelty 5.0

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.

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  • MTSQL-R1: Towards Long-Horizon Multi-Turn Text-to-SQL via Agentic Training cs.CL · 2025-10-12 · unverdicted · none · ref 30

    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.