Update README.md

README.md

@@ -10,4 +10,21 @@ pipeline_tag: text-generation
 
 Introduce **OpenSML**, a series of **Open** **SM**a**L**l Language Models.  These models arcitecture are built stricly will Apple's [MLX](https://ml-explore.github.io/mlx/build/html/index.html#) framework.
 
-The pre-training dataset is a slice of OpenWebText dataset with approximately 2.3 billion tokens.
+The pre-training dataset is a slice of OpenWebText dataset with approximately 2.3 billion tokens.
+
+
+
+## Bias, Risks, and Limitations
+
+OpenSMLis shared to advance open research by granting access to cutting-edge language models. However, because it’s trained on publicly sourced data and released without safety warranties, it may produce content that is inaccurate, harmful, biased, or otherwise objectionable. Users and developers should therefore conduct rigorous safety evaluations and put in place filtering or other safeguards that suit their specific use cases.
+
+## Citation
+
+If you find our work useful, please cite:
+
+@misc{zebrowski2025opensml,
+  title={OpenSML: A Family of Small Language Models},
+  author={William Zebrowski},
+  year={2025},
+  howpublished={\url{https://github.com/wzebrowski/opensml}}
+}