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Efficient NL2SQL with Datalake Agent by scogliano9 is a document available to read on EtoBox.
What is Efficient NL2SQL with Datalake Agent about?
The document introduces the Datalake Agent, an agentic system designed to improve the efficiency of translating natural language queries into SQL (NL2SQL) by reducing the amount of meta-information processed by large language models (LLMs). The Datalake Agent employs an interactive reasoning framework that allows the LLM to selectively acquire necessary information, resulting in up to 87% fewer tokens used and significant cost reductions while maintaining competitive performance. Evaluations on 100 table qu
- Author
- scogliano9
- Language
- EN