README.md

LLMSQL Benchmark

This benchmark is designed to evaluate text-to-SQL models. For usage of this benchmark see https://github.com/LLMSQL/llmsql-benchmark.

Files

• tables.jsonl — Database table metadata
• questions.jsonl — All available questions
• train_questions.jsonl, val_questions.jsonl, test_questions.jsonl — Data splits for finetuning, see https://github.com/LLMSQL/llmsql-benchmark
• create_db.sql — SQL script to create the database schema. Optional, you do not need this file, you can download the ready .db file from the repo llmsql-bench/llmsql-benchmark-db.

test_output.jsonl is not included in the dataset.

Citation

If you use this benchmark, please cite:

@inproceedings{llmsql_bench,
  title={LLMSQL: Upgrading WikiSQL for the LLM Era of Text-to-SQLels},
  author={Pihulski, Dzmitry and  Charchut, Karol and Novogrodskaia, Viktoria and Koco{'n}, Jan},
  booktitle={2025 IEEE International Conference on Data Mining Workshops (ICDMW)},
  pages={...},
  year={2025},
  organization={IEEE}
}