Update README.md

README.md

@@ -57,12 +57,12 @@ size_categories:
 
 - **Homepage:** https://nkluge-correa.github.io/TeenyTinyLlama/
 - **Repository:** https://github.com/Nkluge-correa/TeenyTinyLlama
-- **Paper:** [TeenyTinyLlama: open-source tiny language models trained in Brazilian Portuguese](https://arxiv.org/abs/2401.16640)
-- **Point of Contact:** [AIRES at PUCRS](mailto:nicholas@airespucrs.org)
+- **Paper:** [TeenyTinyLlama: open-source tiny language models trained in Brazilian Portuguese](https://www.sciencedirect.com/science/article/pii/S2666827024000343)
+- **Point of Contact:** [Nk-correa](mailto:nicholas@airespucrs.org)
 
 ### Dataset Summary
 
-This repository has a tokenized version (using the [TeenyTinyLlama tokenizer](https://huggingface.co/nicholasKluge/TeenyTinyLlama-460m)) of the [Portuguese-Corpus dataset](https://huggingface.co/datasets/nicholasKluge/Pt-Corpus). All sequences are 2048 tokens long. This dataset was used in "_[TeenyTinyLlama: open-source tiny language models trained in Brazilian Portuguese](https://arxiv.org/abs/2401.16640)_".
+This repository has a tokenized version (using the [TeenyTinyLlama tokenizer](https://huggingface.co/nicholasKluge/TeenyTinyLlama-460m)) of the [Portuguese-Corpus dataset](https://huggingface.co/datasets/nicholasKluge/Pt-Corpus). All sequences are 2048 tokens long. This dataset was used in "_[TeenyTinyLlama: open-source tiny language models trained in Brazilian Portuguese](https://www.sciencedirect.com/science/article/pii/S2666827024000343)_".
 
 For more information, see the [original dataset card](https://huggingface.co/datasets/nicholasKluge/Pt-Corpus).
 
@@ -113,7 +113,6 @@ dataset = load_dataset("nicholasKluge/Pt-Corpus-tokenized", split='train', strea
 ### Citation Information
 
 ```latex
-
 @misc{correa24ttllama,
   title = {TeenyTinyLlama: open-source tiny language models trained in Brazilian Portuguese},
   author = {Corr{\^e}a, Nicholas Kluge and Falk, Sophia and Fatimah, Shiza and Sen, Aniket and De Oliveira, Nythamar},
@@ -121,6 +120,15 @@ dataset = load_dataset("nicholasKluge/Pt-Corpus-tokenized", split='train', strea
   year={2024}
 }
 
+@misc{correa24ttllama,
+  doi = {10.1016/j.mlwa.2024.100558},
+  url = {https://www.sciencedirect.com/science/article/pii/S2666827024000343},
+  title = {TeenyTinyLlama: open-source tiny language models trained in Brazilian Portuguese},
+  author = {Corr{\^e}a, Nicholas Kluge and Falk, Sophia and Fatimah, Shiza and Sen, Aniket and De Oliveira, Nythamar},
+  journal={Machine Learning With Applications},
+  publisher = {Springer},
+  year={2024}
+}
 ```
 
 ### Contributions