Update README.md

README.md

@@ -54,9 +54,8 @@ We organized datasets into collections to constitute our benchmark ViDoRe and it
 
 ## Code
 
-
 - [*Training*](https://github.com/ManuelFay/colpali): To train and use models with the ColPali architecture
-- [*Benchmarking*](https://github.com/tonywu71/vidore-benchmark): To evaluate document retrieval systems on the ViDoRe benchmark !
+- [*Benchmarking*](https://github.com/tonywu71/vidore-benchmark): To evaluate document retrieval systems on the ViDoRe benchmark
 
 ## Extra
 
@@ -78,14 +77,14 @@ We organized datasets into collections to constitute our benchmark ViDoRe and it
 If you use any datasets or models from this organization in your research, please cite the original dataset as follows:
 
 ```latex
-    @misc{faysse2024colpaliefficientdocumentretrieval,
-      title={ColPali: Efficient Document Retrieval with Vision Language Models}, 
-      author={Manuel Faysse and Hugues Sibille and Tony Wu and Gautier Viaud and Céline Hudelot and Pierre Colombo},
-      year={2024},
-      eprint={2407.01449},
-      archivePrefix={arXiv},
-      primaryClass={cs.IR},
-      url={https://arxiv.org/abs/2407.01449}, 
+@misc{faysse2024colpaliefficientdocumentretrieval,
+    title={ColPali: Efficient Document Retrieval with Vision Language Models}, 
+    author={Manuel Faysse and Hugues Sibille and Tony Wu and Gautier Viaud and Céline Hudelot and Pierre Colombo},
+    year={2024},
+    eprint={2407.01449},
+    archivePrefix={arXiv},
+    primaryClass={cs.IR},
+    url={https://arxiv.org/abs/2407.01449}, 
 }
 ```