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MARS-SQL: A multi-agent reinforcement learning framework for Text-to-SQL

arXiv — cs.CL•Tuesday, November 4, 2025 at 5:00:00 AM
PositiveArtificial Intelligence
MARS-SQL is an innovative multi-agent reinforcement learning framework designed to tackle the challenges of translating natural language into SQL, especially for complex queries. By utilizing specialized agents for schema linking, query generation, and validation, this system enhances the accuracy and efficiency of SQL query creation. This development is significant as it not only simplifies the process for users but also opens up new possibilities for integrating natural language processing with database management, making data access more intuitive.
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