Update README.md

README.md

@@ -52,9 +52,11 @@ This amharic text dataset can be used to train/finetune models for the following
 * **summarization** : using the headlines
 
 ## Finetuning
-Here is a github repo that contains two notebooks that use this dataset to finetune the following models
-* [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) : a multilingual transformer model with `280M parameters`
-* [bert-mini-amharic](rasyosef/bert-mini-amharic) : a new amharic language model with `7.8M parameters` 
+Here is a github repo that contains three notebooks that use this dataset to finetune the following models
+
+* [xlm-roberta-base](https://huggingface.co/FacebookAI/xlm-roberta-base) : a multilingual transformer model with 280M parameters
+* [bert-small-amharic](https://huggingface.co/rasyosef/bert-small-amharic) : a new amharic version of the bert-small transformer model with 25.7M parameters, pretrained from scratch using unlabelled amharic text data
+* [bert-mini-amharic](https://huggingface.co/rasyosef/bert-mini-amharic) : a new amharic version of the bert-mini transformer model with 9.67M parameters, pretrained from scratch using unlabelled amharic text data
 
 https://github.com/rasyosef/amharic-news-category-classification