Update README.md

README.md

@@ -4,6 +4,7 @@ datasets:
 - newsmediabias/Bias-DeBiased
 metrics:
 - accuracy
+pipeline_tag: text-generation
 ---
 ### Model Card for MBIAS
 
@@ -61,9 +62,17 @@ The model can be accessed and used for text generation through the HuggingFace p
 #### Performance Metrics
 Performance metrics are provided for both pre-safety and post-safety intervention phases. The model has shown excellent results in improving the retention of contextual accuracy while reducing bias and toxicity levels compared to other versions and configurations.
 
-#### Citation
-Please cite the work as follows:  
-Ananya Raval, Veronica Chatrath, and Shaina Raza. "MBIAS: Enhancing Safety in Language Models While Retaining Contextual Accuracy."
+## Citation
 
-#### Additional Notes
-The dataset and the instruction fine-tuned model are publicly available for the research community to facilitate further studies and enhancements in the area of safe and unbiased language modeling.
+If you use this work, please cite it as follows:
+
+```bibtex
+@article{raza2024mbias,
+      title={MBIAS: Mitigating Bias in Large Language Models While Retaining Context}, 
+      author={Shaina Raza and Ananya Raval and Veronica Chatrath},
+      year={2024},
+      eprint={2405.11290},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+}
+```