Update README.md

README.md

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 # BridgeTower base-itm-mlm model
 
-The BridgeTower model was proposed in [BridgeTower: Building Bridges Between Encoders in Vision-Language Representative Learning] by Xiao Xu, Chenfei Wu, Shachar Rosenman, Vasudev Lal, Wanxiang Che, Nan Duan. 
+The BridgeTower model was proposed in "BridgeTower: Building Bridges Between Encoders in Vision-Language Representative Learning" by Xiao Xu, Chenfei Wu, Shachar Rosenman, Vasudev Lal, Wanxiang Che, Nan Duan. 
 The model was pretrained on English language using masked language modeling (MLM) and image text matching (ITM)objectives. It was introduced in
 [this paper](https://arxiv.org/pdf/2206.08657.pdf) and first released in
 [this repository](https://github.com/microsoft/BridgeTower).