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README.md

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+# 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}
+}
+```