Update README.md

README.md

@@ -17,23 +17,6 @@ This model was trained on a novel financial dataset which consists of 2K financi
 
 PEGASUS model was originally proposed by Jingqing Zhang, Yao Zhao,  Mohammad Saleh and Peter J. Liu in [PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization](https://arxiv.org/pdf/1912.08777.pdf). 
 
-You can find more details about this work in the following workshop paper. If you use our model in your research, please consider citing our paper:
-
-> T. Passali, A. Gidiotis, E. Chatzikyriakidis and G. Tsoumakas.
-> Towards Human-Centered Summarization: A Case Study on Financial News.
-> In Proceedings of the Bridging Human-Computer Interaction and Natural Language Processing (HCI+NLP) Workshop at EACL (to appear). 2O21.
-
-BibTeX entry:
-
-```
-@inproceedings{humancentered2021,
-  title={Towards Human-Centered Summarization: A Case Study on Financial News},
-  author={Passali, Tatiana and Gidiotis, Alexios and Chatzikyriakidis, Efstathios and Tsoumakas, Grigorios},
-  booktitle={Proceedings of the Bridging Human-Computer Interaction and Natural Language Processing (HCI+NLP) Workshop at EACL },
-  pages={N/A},
-  year={2021}
-}
-```
 
 #### How to use 
 We provide a simple snippet of how to use this model for the task of financial summarization in Pytorch.
@@ -76,3 +59,24 @@ The results before and after the fine-tuning on our dataset are shown below:
 |:-----------:|:-----:|:-----:|:------:|:-----:|
 | Yes         | 23.55 |  6.99 | 18.14  | 21.36 | 
 | No          | 13.8  |  2.4  | 10.63  | 12.03 |
+
+
+## Citation
+
+You can find more details about this work in the following workshop paper. If you use our model in your research, please consider citing our paper:
+
+> T. Passali, A. Gidiotis, E. Chatzikyriakidis and G. Tsoumakas.
+> Towards Human-Centered Summarization: A Case Study on Financial News.
+> In Proceedings of the Bridging Human-Computer Interaction and Natural Language Processing (HCI+NLP) Workshop at EACL (to appear). 2O21.
+
+BibTeX entry:
+
+```
+@inproceedings{humancentered2021,
+  title={Towards Human-Centered Summarization: A Case Study on Financial News},
+  author={Passali, Tatiana and Gidiotis, Alexios and Chatzikyriakidis, Efstathios and Tsoumakas, Grigorios},
+  booktitle={Proceedings of the Bridging Human-Computer Interaction and Natural Language Processing (HCI+NLP) Workshop at EACL },
+  pages={N/A},
+  year={2021}
+}
+```