Update README.md

README.md

@@ -143,8 +143,9 @@ For instruction training, we first trained the model with Supervised Fine-tuning
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 ## Interfacing with the Instruct Model
-Model weights were converted to be Hugging Face compatible, with custom modeling files included due to the lack of official support for Mamba2 attention layers.
-The attention layer implementation was incorporated from [#32027 PR](https://github.com/huggingface/transformers/pull/32027)
+Model weights were converted from the original Mamba2 implementation to be Hugging Face compatible. 
+Due to the lack of official support for Mamba2 attention layers in Hugging Face Transformers, custom modeling files are included. 
+The attention layer implementation is based on the work from Pull Request #32027 in the Hugging Face Transformers repository: [https://github.com/huggingface/transformers/pull/32027](https://github.com/huggingface/transformers/pull/32027)
 
 > [!IMPORTANT]
 > To ensure optimal performance, please use the following template when interacting with the model: