Update README.md

README.md

@@ -8,13 +8,15 @@ tags:
 - formal or informal classification
 licenses:
 - cc-by-nc-sa
-license: cc-by-nc-sa-4.0
+license: openrail++
+base_model:
+- FacebookAI/xlm-roberta-base
 ---
 
-XLMRoberta-based classifier trained on XFORMAL.
+XLM-Roberta-based classifier trained on [XFORMAL](https://aclanthology.org/2021.naacl-main.256.bib) -- a multilingual formality classification dataset.
 
 
-all
+all languages
 
 |              | precision | recall   | f1-score | support |
 |--------------|-----------|----------|----------|---------|
@@ -65,6 +67,7 @@ pt
 | macro avg    | 0.785587  | 0.753933 | 0.753081 | 40960   |
 | weighted avg | 0.781743  | 0.762646 | 0.755826 | 40960   |
 
+
 ## How to use
 ```python
 from transformers import XLMRobertaTokenizerFast, XLMRobertaForSequenceClassification
@@ -132,9 +135,4 @@ formality_scores
 
 ## 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.