Update README.md

README.md

@@ -10,26 +10,57 @@ tags:
 - celebFaces Attributes
 ---
 # Sent2vec trained with data from the descriptive text corpus of the CelebA dataset
+
 ## Overview
+
 - **Language**: Spanish
 - **Data**: [CelebA_Sent2vec_Sp](https://huggingface.co/datasets/oeg/CelebA_Sent2Vect_Sp).
 - **Architecture**: Sent2vec
   
 ## Description
 
+Sent2vec can be used directly for English texts. However, since this work is used with Spanish text, it has been necessary to train it 
+previously using the generated corpus ([in this respository](https://huggingface.co/datasets/oeg/CelebA_Sent2Vect_Sp)) with the following process:
+- Initial preprocessing of the Spanish corpus. For this purpose, a new file has been developed in which each of the entries of the original
+  corpus is saved and the other components, such as the names of the image it describes and symbols, are removed.
+  A total of 192,209 sentences are available for training.
+- Apply a second pre-processing consisting of removing accents. _stopwords_ and connectors were retained as part of
+- the sentence structure during training.
+- Configure the libraries, e.g., _Sent2vec_ and _FastText_, and the parameters. The parameters have been set empirically,
+  being: 4,800 feature vector dimension, 5,000 epochs, 200 threads, 2 n-grams, and 0.05 learning rate.
+
 ## How to use
 
 ## Licensing information
-This dataset is available under the [Apache License 2.0.](https://www.apache.org/licenses/LICENSE-2.0)
+This model is available under the [Apache License 2.0.](https://www.apache.org/licenses/LICENSE-2.0)
+
 ## Citation information
-If you used the model Roberta_CelebA_Sp in your work, please cite [this respository](https://huggingface.co/oeg/Sent2vec_CelebA_Sp/):
+
+**Citing**: If you used Sent2vec+CelebA model in your work, please cite the **[????](???)**:
+
+```bib
+@article{inffus_TINTO,
+    title = {A novel deep learning approach using blurring image techniques for Bluetooth-based indoor localisation},
+    journal = {Information Fusion},
+    author = {Reewos Talla-Chumpitaz and Manuel Castillo-Cara and Luis Orozco-Barbosa and Raúl García-Castro},
+    volume = {91},
+    pages = {173-186},
+    year = {2023},
+    issn = {1566-2535},
+    doi = {https://doi.org/10.1016/j.inffus.2022.10.011}
+}
+```
+
 ## Autors
 - [Eduardo Yauri Lozano](https://github.com/eduar03yauri)
 - [Manuel Castillo-Cara](https://github.com/manwestc)
+- [Raúl García-Castro](https://github.com/rgcmme)
 
 [*Universidad Nacional de Ingeniería*](https://www.uni.edu.pe/), [*Ontology Engineering Group*](https://oeg.fi.upm.es/), [*Universidad Politécnica de Madrid.*](https://www.upm.es/internacional)
 
 ## Contributors
 See the full list of contributors [here](https://github.com/eduar03yauri/DCGAN-text2face-forSpanishs).
 
-![logo uni](https://www.uni.edu.pe/images/logos/logo_uni_2016.png)
+<kbd><img src="https://www.uni.edu.pe/images/logos/logo_uni_2016.png" alt="Universidad Politécnica de Madrid" width="100"></kbd>
+<kbd><img src="https://raw.githubusercontent.com/oeg-upm/TINTO/main/assets/logo-oeg.png" alt="Ontology Engineering Group" width="100"></kbd> 
+<kbd><img src="https://raw.githubusercontent.com/oeg-upm/TINTO/main/assets/logo-upm.png" alt="Universidad Politécnica de Madrid" width="100"></kbd>