readme

Signed-off-by: jupyterjazz <saba.sturua@jina.ai>

README.md

@@ -1,7 +1,12 @@
 Core implementation of Jina XLM-RoBERTa
 
-# Converting Weights
+This implementation is adapted from [XLM-Roberta](https://huggingface.co/docs/transformers/en/model_doc/xlm-roberta). In contrast to the original implementation, this model uses Rotary positional encodings and supports flash-attention 2.
 
-```
-python3 -m "xlm-roberta-flash-implementation".convert_roberta_weights_to_flash --output pytorch_model_xlmr_flash.bin
-```
+### Models that use this implementation
+
+to be added soon
+
+
+### Converting weights
+
+Weights from an [original XLMRoberta model](https://huggingface.co/FacebookAI/xlm-roberta-large) can be converted using the `convert_roberta_weights_to_flash.py` script in the model repository.