Update README.md

README.md

@@ -94,7 +94,7 @@ This model card was influence by that of [dslim/bert-base-NER](https://huggingfa
 
 If you use this model, you can cite the following paper: 
 
-"""
+```
 @misc{franklin2024ndjv,
       title={News Deja Vu: Connecting Past and Present with Semantic Search}, 
       author={Brevin Franklin, Emily Silcock, Abhishek Arora, Tom Bryan and Melissa Dell},
@@ -104,10 +104,10 @@ If you use this model, you can cite the following paper:
       primaryClass={cs.CL},
       url={https://arxiv.org/abs/2406.15593}, 
 }
-"""
+```
 
 
 ## Applications
 
-We applied this model to a century of historical text. You can see all the named entities in the [NEWSWIRE dataset](https://huggingface.co/datasets/dell-research-harvard/newswire). 
+We applied this model to a century of historical news articles. You can see all the named entities in the [NEWSWIRE dataset](https://huggingface.co/datasets/dell-research-harvard/newswire).