Update README.md

README.md

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 # MentalReddit
 
-This dataset, `dlb/mentalreddit`, was created by the DeepLearningBrasil team for the pre-training of their `MentalBERTa` model. This model secured the first position in the [DepSign-LT-EDI@RANLP-2023 shared task](https://aclanthology.org/2023.ltedi-1.42/), which focused on classifying social media texts into three levels of depression. [1, 3]
+This dataset, `dlb/mentalreddit`, was created by the DeepLearningBrasil team for the pre-training of their `MentalBERTa` model. 
+This model secured the first position in the [DepSign-LT-EDI@RANLP-2023 shared task](https://arxiv.org/abs/2311.05047/), which focused on classifying social media texts into three levels of depression.
 
 ## Dataset Description
 
@@ -41,4 +42,25 @@ from datasets import load_dataset
 dataset = load_dataset("dlb/mentalreddit")
 ```
 
+### Citation
+```bibtex
+@inproceedings{garcia-etal-2023-deeplearningbrasil,
+    title = "{D}eep{L}earning{B}rasil@{LT}-{EDI}-2023: Exploring Deep Learning Techniques for Detecting Depression in Social Media Text",
+    author = "Garcia, Eduardo  and
+      Gomes, Juliana  and
+      Barbosa Junior, Adalberto  and
+      Borges, Cardeque  and
+      da Silva, N{\'a}dia",
+    booktitle = "Proceedings of the Third Workshop on Language Technology for Equality, Diversity and Inclusion",
+    month = sep,
+    year = "2023",
+    address = "Varna, Bulgaria",
+    publisher = "INCOMA Ltd., Shoumen, Bulgaria",
+    url = "https://aclanthology.org/2023.ltedi-1.42",
+    pages = "272--278",
+}
+```
+
+## Acknowledgments
 
+This work has been supported by the [AI Center of Excellence (Centro de Excelência em Inteligência Artificial – CEIA)](https://www.linkedin.com/company/inteligencia-artificial-deep-learning-brasil) of the Institute of Informatics at the Federal University of Goiás (INF-UFG).