Update README.md

README.md

@@ -1,6 +1,13 @@
+---
+language: en
+tags:
+- mudes
+license: apache-2.0
+---
+
 # MUDES - {Mu}ltilingual {De}tection of Offensive {S}pans
 
-We provide state-of-the-art models to detect toxic spans in text. We have evaluated our models on Toxic Spans task at SemEval 2021 (Task 5).
+We provide state-of-the-art models to detect toxic spans in social media texts. We introduce our framework in [this paper](https://arxiv.org/abs/2102.09665). We have evaluated our models on Toxic Spans task at SemEval 2021 (Task 5). Our participation in the task is detailed in [this paper](https://arxiv.org/abs/2104.04630).
 
 
 ## Usage
@@ -26,9 +33,9 @@ An experimental demonstration interface called MUDES-UI has been released on [Gi
 
 ## Citing & Authors
 
-If you find this model helpful, feel free to cite our publication
+If you find this model helpful, feel free to cite our publications
 
-```bash
+```bibtex
 @inproceedings{ranasinghemudes,
  title={{MUDES: Multilingual Detection of Offensive Spans}}, 
  author={Tharindu Ranasinghe and Marcos Zampieri},  
@@ -37,7 +44,7 @@ If you find this model helpful, feel free to cite our publication
 }
 ```
 
-```bash
+```bibtex
 @inproceedings{ranasinghe2021semeval,
   title={{WLV-RIT at SemEval-2021 Task 5: A Neural Transformer Framework for Detecting Toxic Spans}},
   author = {Ranasinghe, Tharindu  and Sarkar, Diptanu and Zampieri, Marcos and Ororbia, Alex},