Update README.md

README.md

@@ -62,18 +62,21 @@ configs:
     path: data/minidev-*
 ---
 # Dataset
-This dataset is only an uploaded version on HF of the BIRD dataset.
+This dataset is a polished version of the BIRD dataset. It has been used to traine a reasoning Text2SQL model
 
-Please refer to the main paper for License (CC BY-SA 4.0) and details 
+Please refer to the main paper for License (CC BY-SA 4.0) and details.
 
 # Citation
+
 ```bibtex
-@article{li2024can,
-  title={Can llm already serve as a database interface? a big bench for large-scale database grounded text-to-sqls},
-  author={Li, Jinyang and Hui, Binyuan and Qu, Ge and Yang, Jiaxi and Li, Binhua and Li, Bowen and Wang, Bailin and Qin, Bowen and Geng, Ruiying and Huo, Nan and others},
-  journal={Advances in Neural Information Processing Systems},
-  volume={36},
-  year={2024}
+@misc{papicchio2025think2sqlreinforcellmreasoning,
+      title={Think2SQL: Reinforce LLM Reasoning Capabilities for Text2SQL}, 
+      author={Simone Papicchio and Simone Rossi and Luca Cagliero and Paolo Papotti},
+      year={2025},
+      eprint={2504.15077},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2504.15077}, 
 }
 ```