Update README.md

README.md

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 # How to cite this dataset
 
 ```bibtex
-@misc{docsplit,
-  author = {Islam, Md Mofijul and Salekin, Md Sirajus and Balakrishnan, Nivedha and Bishop, Vincil C. and Jain, Niharika and Romo, Spencer and Strahan, Bob and Xie, Boyi and Socolinsky, Diego A. },
-  title = {DocSplit: A Comprehensive Benchmark Dataset and Evaluation Approach
-for Document Packet Recognition and Splitting},
-  howpublished = {\url{https://huggingface.co/datasets/amazon/doc_split/}},
-  url = {https://huggingface.co/datasets/amazon/doc_split/},
-  type = {dataset},
-  year = {2026},
-  month = {February},
-  timestamp = {2024-02-04},
-  note = {Accessed: 2026-02-04}
+@misc{islam2026docsplitcomprehensivebenchmarkdataset,
+      title={DocSplit: A Comprehensive Benchmark Dataset and Evaluation Approach for Document Packet Recognition and Splitting}, 
+      author={Md Mofijul Islam and Md Sirajus Salekin and Nivedha Balakrishnan and Vincil C. Bishop III and Niharika Jain and Spencer Romo and Bob Strahan and Boyi Xie and Diego A. Socolinsky},
+      year={2026},
+      eprint={2602.15958},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2602.15958}, 
 }
 ```