Update README.md

README.md

@@ -67,20 +67,30 @@ model = model.eval()
 7. visual QA tasks.
 8. visual conversional GenAI tasks.
 9. image and video capturing tasks.
-10. images and art generation tasks.
+10. images and art generation guiding and conditioning tasks.
 11. text-images analysis tasks.
 12. content moderation task. 
 
-## Bias, Risks, and Limitations
-
-<!-- This section is meant to convey both technical and sociotechnical limitations. -->
-
-[More Information Needed]
-
-### Recommendations
-
-<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
-
-Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
+# Citation
 
+**BibTeX:**
+```bibtex
+@inproceedings{sartifyllc2023,
+  title={AViLaMa: Learning Visual Concepts Directly From African Languages Supervision},
+  author={Innocent Charles and
+          Zephania Reuben},
+  booktitle={Thirty-sixth Conference on Neural Information Processing Systems Datasets and Benchmarks Track},
+  year={2023},
+  url={https://sartify.com}
+}
 
+AViLaMa paper
+```
+@article{sartifyllc2023africanvision,
+  title={AViLaMa: Learning Visual Concepts Directly From African Languages Supervision},
+  author={Innocent Charles and
+          Zephania Reuben},  
+  journal={To be inserted},
+  year={2023}
+}
+```