Curated tutorials and resources for Large Language Models, Text2SQL, Text2DSL、Text2API、Text2Vis and more.
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Updated
Jan 26, 2026
Curated tutorials and resources for Large Language Models, Text2SQL, Text2DSL、Text2API、Text2Vis and more.
Interact with your SQL database, Natural Language to SQL using LLMs
This is a continuously updated handbook for readers to easily track the latest Text-to-SQL techniques in the literature and provide practical guidance for researchers and practitioners.
Agentar-Scale-SQL is a novel framework that leverages scalable computation to significantly improve Text-to-SQL performance.
sqlgpt-parser is a Python implementation of an SQL parser that effectively converts SQL statements into Abstract Syntax Trees (AST). By leveraging AST tree comparisons between two SQL queries, it becomes possible to achieve robust evaluation of text-to-SQL models.
IgniteAI Studio is an open-source multi-provider AI workspace for document-grounded chat, content generation, and structured-data querying with RAG, NL-to-SQL routing, observability, and BYO API keys.
a highly customized UI for NaturalLanguage-to-SQL human evaluation
An interactive DataOps assistant using an LLM-powered agent architecture to automate data profiling, cleaning, feature engineering, and natural language-based querying & visualization.
Portfolio NL→SQL assistant: 94.0% execution accuracy on BIRD Mini-Dev (above the 92.96% human-expert baseline), schema-RAG + sqlglot AST guards + deterministic chart picker, $0 free-tier LLM stack. Streamlit chat UI, live demo. · Портфолио NL→SQL: 94% EA на BIRD Mini-Dev, schema-RAG + sqlglot-гарды + chart picker, бесплатный стек, живое демо.
Turn plain-English questions into executable SQL. LangChain agents over a schema-aware FastAPI service, with example-SQL retrieval (RAG), per-DB instructions, OpenAI fine-tuning, and streaming generation.
Read-only BigQuery MCP server with mandatory dry-run cost caps, agent-friendly structured errors, and a Spider/BIRD-style NL-to-SQL eval harness.
Multilingual internship search assistant that converts natural language queries into SQL using LangChain + Groq Llama 3 and retrieves results from a local SQLite database via a Flask web UI.
An intelligent tool that connects to your database and acts as your personal data analyst.
NL-to-SQL PEFT Lab: interactive benchmark and playground for small generative models
Conversational retail analytics proof of concept with NL-to-SQL, semantic rules, and grounded answers.
Natural language to DSL query converter with Convex backend and MCP architecture.
A self-correcting SQL agent built with LangGraph, featuring a 6-stage ELT pipeline, 4-layer query validation, and dataset-agnostic PII masking.
Lets TALK - Connect your databases. Ask anything. Get instant answers with interactive charts — powered by a deterministic engine, not an LLM.
A natural language analytics engine that converts plain English business questions into SQL and delivers instant insights from 1.6 million rows of real e-commerce data — powered by Google Gemini.
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