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klotz: sql* + llm*

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1. QueryGPT — Harnessing Generative AI To Query Your Data With Natural Language

   A prototype tool powered by Large Language Models to make querying your databases as easy as saying the word.
   
   - Introduction to QueryGPT, a tool using Large Language Models (LLMs) for natural language database queries
   - Focus on implementing a basic iteration of the system, with potential for significant enhancements
   - Aim is to provide the LLM with the database schema and have it answer questions based on that context
   - Discussion on prompt engineering, which is designing inputs for generative AI tools to produce optimal results

   2024-02-02 Tags: query, q and a, python, sql, llm by klotz
2. Fine-Tune Your Own Open-Source LLM Using the Latest Techniques

   Tune a base LLama2 LLM to output SQL code. with Parameter Efficient Fine-Tuning techniques to optimise the process.

   2023-12-17 Tags: llm, llama 2, fine tuning, sql by klotz
3. Leveraging GPT Models to Transform Natural Language to SQL Queries

   training GPT to query with few-shot prompting.

   2023-10-05 Tags: gpt, llm, sql, nlp, code generation, few-shot, prompt by klotz
4. Fine-Tuning Llama-2: A Comprehensive Case Study for Tailoring Models to Unique Applications

   2023-08-19 Tags: llama-2, fine tuning, llm, sql, generation by klotz
5. [2204.00498] Evaluating the Text-to-SQL Capabilities of Large Language Models

   2023-07-24 Tags: text, sql, llm, rajkumar by klotz

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