Update README.md

README.md

@@ -153,7 +153,7 @@ Potential biases may exist due to:
 
 ### Dataset Curators
 
-- The Fin AI Team
+- The Fin AI Community
 
 ### Licensing Information
 
@@ -161,22 +161,22 @@ Potential biases may exist due to:
 
 ### Citation Information
 
-**Original Dataset:**
+```bibtex
+@article{shah2023finer,
+  title={FiNER: Financial Named Entity Recognition Dataset and Weak-Supervision Model},
+  author={Shah, Agam and Vithani, Ruchit and Gullapalli, Abhinav and Chava, Sudheer},
+  journal={arXiv preprint arXiv:2302.11157},
+  year={2023}
+}
+```
 
-> @article{shah2023finer,
-> title={FiNER-ORD: Financial Named Entity Recognition Open Research Dataset},
-> author={Shah, Agam and Gullapalli, Abhinav and Vithani, Ruchit and Galarnyk, Michael and Chava, Sudheer},
-> journal={arXiv preprint arXiv:2302.11157},
-> year={2023}
-> }
 **Adapted Version (FinBen-FiNER-ORD):**
 
-> @article{xie2025finben,
-  title={Finben: A holistic financial benchmark for large language models},
-  author={Xie, Qianqian and Han, Weiguang and Chen, Zhengyu and Xiang, Ruoyu and Zhang, Xiao and He, Yueru and Xiao, Mengxi and Li, Dong and Dai, Yongfu and Feng, Duanyu and others},
-  journal={Advances in Neural Information Processing Systems},
-  volume={37},
-  pages={95716--95743},
-  year={2025}
+```bibtex
+@article{xie2024finben,
+  title={FinBen: A Holistic Financial Benchmark for Large Language Models},
+  author={Xie, Qianqian and others},
+  journal={arXiv preprint arXiv:2402.12659},
+  year={2024}
 }
-
+```