Update README.md

README.md

@@ -73,7 +73,7 @@ A larger name dataset is [NAMEXTEND](https://huggingface.co/datasets/aieng-lab/n
 <!-- Provide the basic links for the dataset. -->
 
 - **Repository:** [github.com/aieng-lab/gradiend](https://github.com/aieng-lab/gradiend)
-- **Paper:** [More Information Needed]
+- **Paper:** [![arXiv](https://img.shields.io/badge/arXiv-2502.01406-blue.svg)](https://arxiv.org/abs/2502.01406)
 - **Original Dataset:** [Gender by Name](https://archive.ics.uci.edu/dataset/591/gender+by+name)
 
 
@@ -119,7 +119,17 @@ The original dataset provides counts of names (with their gender) for male and f
 
 **BibTeX:**
 
-[More Information Needed]
+```
+@misc{drechsel2025gradiendmonosemanticfeaturelearning,
+      title={{GRADIEND}: Monosemantic Feature Learning within Neural Networks Applied to Gender Debiasing of Transformer Models}, 
+      author={Jonathan Drechsel and Steffen Herbold},
+      year={2025},
+      eprint={2502.01406},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2502.01406}, 
+}
+```
 
 
 ## Dataset Card Authors