[EMNLP 2025 Main] LinkAlign: Scalable Schema Linking for Real-World Large-Scale Multi-Database Text-to-SQL
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Updated
Jun 18, 2025 - Python
[EMNLP 2025 Main] LinkAlign: Scalable Schema Linking for Real-World Large-Scale Multi-Database Text-to-SQL
Squrve is a lightweight yet powerful framework for translating natural language into SQL over complex databases.
Text-to-SQL + RAG based intelligent data assistant with schema linking and self-reflection.
Draft SQL and multi-candidate Text-to-SQL pipeline with schema compression, repair, and selector
Academic Text-to-SQL project using RAG, FAISS, FastAPI, schema linking, SQL repair, and semantic validation.
LoRA fine-tuned Qwen2.5-Coder-1.5B for schema linking in NL-to-SQL: given a question and a database schema, predicts the referenced tables and columns as JSON. Uses self-consistency decoding (k=10) and post-processing to drop hallucinated identifiers.
LLM-powered NL-to-SQL engine
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