[EMNLP 2025 Main] LinkAlign: Scalable Schema Linking for Real-World Large-Scale Multi-Database Text-to-SQL
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Jun 18, 2025 - Python
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schema-linking
Here are 8 public repositories matching this topic...
Squrve is a lightweight yet powerful framework for translating natural language into SQL over complex databases.
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Feb 23, 2026 - Python
Text-to-SQL + RAG based intelligent data assistant with schema linking and self-reflection.
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Jun 21, 2026 - Python
Draft SQL and multi-candidate Text-to-SQL pipeline with schema compression, repair, and selector
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Apr 29, 2026 - Python
Text-to-SQL system achieving 93.7% execution accuracy on Spider benchmark using fully local LLMs. 11-step adaptive pipeline with three-layer schema linking, complexity routing, DAIL-SQL reranking, and validation-feedback retry. Includes SFT + GRPO fine-tuning. CSE 573 Semantic Web Mining project.
nlp natural-language-processing reinforcement-learning semantic-web sql-generation fine-tuning faiss text-to-sql streamlit llm ollama grpo schema-linking spider-benchmark
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Jul 4, 2026 - Python
Academic Text-to-SQL project using RAG, FAISS, FastAPI, schema linking, SQL repair, and semantic validation.
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May 16, 2026 - Python
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.
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Jun 4, 2026 - Python
LLM-powered NL-to-SQL engine
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Jun 26, 2026 - Python
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