This repository aggregates research on using large language models to convert natural language queries into SQL statements, which is a key application of LLMs in database interfaces. It provides a taxonomy, benchmarks, datasets, and references to papers covering schema linking, prompt engineering, evaluation metrics, and downstream applications in this domain.