Update README.md

README.md

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 # Dataset Card for Prot2Text-Data
 
+**Page:** [Prot2Text](http://nlp.polytechnique.fr/prot2text#proteins) <br>
+**Paper:** [https://arxiv.org/abs/2307.14367](https://arxiv.org/abs/2307.14367) <br>
+**Github:** [https://github.com/hadi-abdine/Prot2Text](https://github.com/hadi-abdine/Prot2Text) <br>
+**Authors:** Hadi Abdine<sup>(1)</sup>, Michail Chatzianastasis<sup>(1)</sup>, Costas Bouyioukos<sup>(2, 3)</sup>, Michalis Vazirgiannis<sup>(1)</sup><br>
+<sup>**(1)**</sup>DaSciM, LIX, École Polytechnique, Institut Polytechnique de Paris, France.<br>
+<sup>**(2)**</sup>Epigenetics and Cell Fate, CNRS UMR7216, Université Paris Cité, Paris, France.<br>
+<sup>**(3)**</sup>Bioinformatics Research Laboratory, Department of Biological Sciences, University of Cyprus, Nicosia, Cyprus.<br>
+
+**Prot2Text** paper is published in **AAAI 2024**. Preliminary versions of the paper were accepted as a spotlight at [DGM4H@NeurIPS 2023](https://sites.google.com/ethz.ch/dgm4h-neurips2023/home?authuser=0) and [AI4Science@NeurIPS 2023](https://ai4sciencecommunity.github.io/neurips23.html). 
 
 ## Dataset Description
 
@@ -88,7 +97,7 @@ We are releasing this dataset under the terms of [CC-BY-NC-4.0](https://opendata
 
 ### Citation
 Please cite this dataset and the original sources if you use this dataset in your work
-```none
+```
 @inproceedings{abdine2024prot2text,
   title={Prot2Text: Multimodal Protein's Function Generation with GNNs and Transformers},
   author={Abdine, Hadi and Chatzianastasis, Michail and Bouyioukos, Costas and Vazirgiannis, Michalis},