Update README.md

README.md

@@ -10,4 +10,22 @@ pinned: false
 license: mit
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+## GUS-Net Project Details:
+
+#### Resources:
+
+- Please visit this [collection](https://huggingface.co/collections/ethical-spectacle/gus-net-66edfe93801ea45d7a26a10f) for the datasets and model presented in the [GUS-Net paper](https://huggingface.co/papers/2410.08388).
+- GUS-Net was implemented as part of [The Fair-ly Project](https://ethical-spectacle-research.gitbook.io/fair-ly), in a [Chrome Extension](https://chromewebstore.google.com/detail/fair-ly/geoaacpcopfegimhbdemjkocekpncfcc), and [PyPI package](https://ethical-spectacle-research.gitbook.io/fair-ly/toolkit/python-package).
+
+#### Please cite: 
+```
+@article{powers2024gusnet,
+  title={{GUS-Net: Social Bias Classification in Text with Generalizations, Unfairness, and Stereotypes}},
+  author={Maximus Powers and Umang Mavani and Harshitha Reddy Jonala and Ansh Tiwari and Hua Wei},
+  journal={arXiv preprint arXiv:2410.08388},
+  year={2024},
+  url={https://arxiv.org/abs/2410.08388}
+}
+```
+
+Give our research group, [Ethical Spectacle](https://huggingface.co/ethical-spectacle), a follow ;).