Update README.md

README.md

@@ -52,7 +52,7 @@ for text in texts:
     scores[text] = outputs.logits[0,1].item()
 ```
 
-Here is how to use this model to perfom masked language modeling:
+Here is how to use this model to perform masked language modeling:
 
 ```python
 from transformers import BridgeTowerProcessor, BridgeTowerForMaskedLM
@@ -104,18 +104,14 @@ The model was pre-trained for 100k steps on 8 NVIDIA A100 GPUs with a batch size
 The optimizer used was AdamW with a learning rate of 1e-5. No data augmentation was used except for center-crop. The image resolution in pre-training is set to 288 x 288. 
 
 ## Evaluation results
-Please refer to [Table 5](https://arxiv.org/pdf/2206.08657.pdf) for BridgeTower's performance on Image Retrieval and other down stream tasks. 
+Please refer to [Table 5](https://arxiv.org/pdf/2206.08657.pdf) for BridgeTower's performance on Image Retrieval and other downstream tasks. 
 
 ### BibTeX entry and citation info
 ```bibtex
 @article{xu2022bridge,
-title={BridgeTower: Building Bridges Between Encoders in Vision-Language Representation Learning},
-author={Xu, Xiao and 
-Wu, Chenfei and 
-Rosenman, Shachar and 
-Lal, Vasudev and 
-Duan, Nan},
-journal={arXiv preprint arXiv:2206.08657},
-year={2022}
+  title={BridgeTower: Building Bridges Between Encoders in Vision-Language Representation Learning},
+  author={Xu, Xiao and Wu, Chenfei and Rosenman, Shachar and Lal, Vasudev and Che, Wanxiang and Duan, Nan},
+  journal={arXiv preprint arXiv:2206.08657},
+  year={2022}
 }
 ```