Update README.md

README.md

@@ -21,13 +21,28 @@ Based on [https://huggingface.co/dsfsi/PuoBERTa](https://huggingface.co/dsfsi/Pu
 
 ### Model Description
 
-This is a masked language model trained on Setswana corpora, making it a valuable tool for a range of downstream applications from translation to content creation. It's powered by the PuoData dataset to ensure accuracy and cultural relevance.
+This is a POS model trained on Setswana based on PuoBERTa and fineruned on MasakhaPOS Setswana.
 
 - **Developed by:** Vukosi Marivate ([@vukosi](https://huggingface.co/@vukosi)), Moseli Mots'Oehli ([@MoseliMotsoehli](https://huggingface.co/@MoseliMotsoehli)) , Valencia Wagner, Richard Lastrucci and Isheanesu Dzingirai
 - **Model type:** RoBERTa Model
 - **Language(s) (NLP):** Setswana
 - **License:** CC BY 4.0
 
+### Model Performance
+
+Performance of models on the [MasakhaPOS](https://github.com/masakhane-io/masakhane-pos) downstream task.
+
+| Model | Test Performance |
+|---|---|
+| **Multilingual Models** |  |
+| AfroLM | 83.8 |
+| AfriBERTa | 82.5 |
+| AfroXLMR-base | 82.7 |
+| AfroXLMR-large | 83.0 |
+| **Monolingual Models** |  |
+| NCHLT TSN RoBERTa | 82.3 |
+| PuoBERTa | **83.4** |
+| PuoBERTa+JW300 | 84.1 |
 
 ### Usage