Update README.md

README.md

@@ -21,14 +21,17 @@ Fully reproducible finetuning code is available on [GitHub](https://github.com/l
 See [Pythia-2.8b](https://huggingface.co/EleutherAI/pythia-2.8b) for model details [(paper)](https://arxiv.org/abs/2101.00027). 
 
 See further details of these models in the paper [Attributing Mode Collapse in the Fine-Tuning of Large Language Models](https://openreview.net/pdf?id=3pDMYjpOxk).
-You can cite these models if they are helpful in your work as follows: 
 
+You can cite these models if they are helpful as follows: 
+
+<pre>
 @inproceedings{o2024attributing,
   title={Attributing Mode Collapse in the Fine-Tuning of Large Language Models},
   author={O’Mahony, Laura and Grinsztajn, Leo and Schoelkopf, Hailey and Biderman, Stella},
   booktitle={ICLR 2024, Mathematical and Empirical Understanding of Foundation Models (ME-FoMo) workshop},
   year={2024}
 }
+</pre>
 
 hf (pretrained=lomahony/pythia-2.8b-helpful-sft), gen_kwargs: (None), limit: None, num_fewshot: 0, batch_size: 16
 |    Tasks     |Version|Filter|n-shot|    Metric     | Value |   |Stderr|