Update README.md

README.md

@@ -19,7 +19,7 @@ We released all of our checkpoints used in [LoRA-Flow](https://aclanthology.org/
 # Summary
 >  In this repo, we release LoRA and the gate of 7B models trained in our paper in HuggingFace format.
 # Introduction
-The following picture has shown our proposed method, we use layer-wise fusion gates to facilitate dynamic LoRA fusion, which project input hidden states of each layer into fusion weights.
+LoRA-Flow provides an efficient way to fuse different LoRA modules which can outperform existing methods significantly. The following picture shows our proposed method, we use layer-wise fusion gates to facilitate dynamic LoRA fusion, which project input hidden states of each layer into fusion weights. For more details, please refer to our paper.
 ![1.jpg](https://cdn-uploads.huggingface.co/production/uploads/64d99f6cd7e30889c6c477b4/ifiu1FTHilrmUkD4FKkgV.jpeg)
 # Citation
 if you find our repo is helpful, please cite the following