two-phase-retrieval

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YiboLi1986 / LLM2SQLSTRUCTUREDSEARCH

Structured Text-to-SQL pipeline combining LLM sketch generation, schema-aware two-phase retrieval, and validation-driven refinement. Improves SQL controllability and correctness via schema embeddings, join-path constraints, and minimal-edit correction. Research-oriented, fully traceable POC on MiniDev / Spider-style datasets.

nlp information-retrieval research sql-generation structured-search text-to-sql schema-aware llm prompt-engineering retrieval-augmented-generation llm2sql two-phase-retrieval

Updated Jan 12, 2026
Python

alexis09876 / LLM2SQLSTRUCTUREDSEARCH

Star

🔍 Generate high-quality, schema-valid SQL from natural language queries using structured retrieval and iterative refinement for improved accuracy.

nlp information-retrieval research sql-generation structured-search text-to-sql schema-aware llm prompt-engineering retrieval-augmented-generation llm2sql two-phase-retrieval

Updated Sep 13, 2026
Python

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