Update README.md

README.md

@@ -8,13 +8,15 @@ tags:
 - formality
 licenses:
 - cc-by-nc-sa
-license: cc-by-nc-sa-4.0
+license: openrail++
+base_model:
+- microsoft/mdeberta-v3-base
 ---
 
 
 **Model Overview**
 
-This is the model presented in the paper "Detecting Text Formality: A Study of Text Classification Approaches". 
+This is the model presented in the paper ["Detecting Text Formality: A Study of Text Classification Approaches"]((https://aclanthology.org/2023.ranlp-1.31/)). 
 
 The original model is [mDeBERTa (base)](https://huggingface.co/microsoft/mdeberta-v3-base). Then, it was fine-tuned on the multilingual corpus for fomality classiication [X-FORMAL](https://arxiv.org/abs/2104.04108) that consists of 4 languages -- English (from [GYAFC](https://arxiv.org/abs/1803.06535)), French, Italian, and Brazilian Portuguese.
 In our experiments, the model showed the best results within Transformer-based models for the multilingual formality classification task. More details, code and data can be found [here](https://github.com/s-nlp/formality).
@@ -60,9 +62,4 @@ model = AutoModelForSequenceClassification.from_pretrained(model_name)
 
 ## Licensing Information
 
-[Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License][cc-by-nc-sa].
-
-[![CC BY-NC-SA 4.0][cc-by-nc-sa-image]][cc-by-nc-sa]
-
-[cc-by-nc-sa]: http://creativecommons.org/licenses/by-nc-sa/4.0/
-[cc-by-nc-sa-image]: https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png
+This model is licensed under the OpenRAIL++ License, which supports the development of various technologies—both industrial and academic—that serve the public good.