Update README.md

README.md

@@ -18,7 +18,10 @@ base_model: meta-llama/Llama-2-7b-hf
 This model belongs to the Tulu series of models, which is a series of language models that are trained to act as helpful assistants. 
 Open Instruct ShareGPT Llama2 7B is initially fine-tuned version of Llama 2 that was trained on the [ShareGPT dataset](https://huggingface.co/datasets/anon8231489123/ShareGPT_Vicuna_unfiltered).
 The model was then further trained on the UltraFeedback dataset using [Direct Preference Optimization (DPO)](https://arxiv.org/abs/2305.18290).
-Please check out our paper [TODO] for more!
+
+For more details, read the paper: [Camels in a Changing Climate: Enhancing LM Adaptation with Tulu 2
+](https://arxiv.org/abs/2311.10702).
+
 
 
 ## Model description
@@ -106,12 +109,13 @@ The following hyperparameters were used during DPO training:
 If you find this model is useful in your work, please cite it with:
 
 ```
-@misc{ivison2023changing,
-   title={Camels in a Changing Climate: Enhancing LM Adaptation with Tulu 2}, 
-   author={Hamish Ivison and Yizhong Wang and Valentina Pyatkin and Nathan Lambert and Matthew Peters and Pradeep Dasigi and Joel Jang and David Wadden and Noah A. Smith and Iz Beltagy and Hannaneh Hajishirzi},
-   year={2023},
-   archivePrefix={arXiv},
-   primaryClass={cs.CL}
+@misc{ivison2023camels,
+      title={Camels in a Changing Climate: Enhancing LM Adaptation with Tulu 2}, 
+      author={Hamish Ivison and Yizhong Wang and Valentina Pyatkin and Nathan Lambert and Matthew Peters and Pradeep Dasigi and Joel Jang and David Wadden and Noah A. Smith and Iz Beltagy and Hannaneh Hajishirzi},
+      year={2023},
+      eprint={2311.10702},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
 }
 ```