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README.md

@@ -14,13 +14,15 @@ pipeline_tag: feature-extraction
 
 # NILC Portuguese Word Embeddings — Wang2Vec CBOW 300d
 
-NILC-Embeddings is a repository for storing and sharing **word embeddings** for the Portuguese language.  
-The goal is to provide ready-to-use vector resources for **Natural Language Processing (NLP)** and **Machine Learning** tasks.  
+This repository contains the **Wang2Vec CBOW 300d** model in **safetensors** format.
+
+## About
+
+NILC-Embeddings is a repository for storing and sharing **word embeddings** for the Portuguese language. The goal is to provide ready-to-use vector resources for **Natural Language Processing (NLP)** and **Machine Learning** tasks.  
+
+The embeddings were trained on a large Portuguese corpus (Brazilian + European), composed of 17 corpora (~1.39B tokens). Training was carried out with the following algorithms: **Word2Vec**, **FastText**, **Wang2Vec**, and **GloVe**.  
 
-The embeddings were trained on a large Portuguese corpus (Brazilian + European), composed of 17 corpora (~1.39B tokens).  
-Training was carried out with the following algorithms: **Word2Vec** [1], **FastText** [2], **Wang2Vec** [3], and **GloVe** [4].  
 
-This repository contains the **Wang2Vec CBOW 300d** model in **safetensors** format.
 
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@@ -95,12 +97,18 @@ Hartmann, N. et al. (2017), STIL 2017.
 
 ### BibTeX
 ```bibtex
-@inproceedings{hartmann2017nilc,
-  title={Portuguese Word Embeddings: Evaluating on Word Analogies and Natural Language Tasks},
-  author={Hartmann, Nathan and Fonseca, Erick and Shulby, Christopher and Treviso, Marcos and Rodrigues, Juliano and Aluísio, Sandra},
-  booktitle={Proceedings of the Symposium in Information and Human Language Technology (STIL)},
-  year={2017}
-}
+@inproceedings{{hartmann-etal-2017-portuguese,
+  title        = {{{{P}}ortuguese Word Embeddings: Evaluating on Word Analogies and Natural Language Tasks}},
+  author       = {{Hartmann, Nathan  and Fonseca, Erick  and Shulby, Christopher  and Treviso, Marcos  and Silva, J{{'e}}ssica  and Alu{{'i}}sio, Sandra}},
+  year         = 2017,
+  month        = oct,
+  booktitle    = {{Proceedings of the 11th {{B}}razilian Symposium in Information and Human Language Technology}},
+  publisher    = {{Sociedade Brasileira de Computa{{\c{{c}}}}{{\~a}}o}},
+  address      = {{Uberl{{\^a}}ndia, Brazil}},
+  pages        = {{122--131}},
+  url          = {{https://aclanthology.org/W17-6615/}},
+  editor       = {{Paetzold, Gustavo Henrique  and Pinheiro, Vl{{'a}}dia}}
+}}
 ```
 
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