Update README.md

README.md

@@ -2,13 +2,11 @@
 license: apache-2.0
 ---
 
-# CXRMate: Leveraging Longitudinal Data and a Semantic Similarity Reward for Chest X-Ray Report Generation
-
-This is the longitudinal, variable CXR report generator trained with the CXR-BERT reward.
-
-# Hugging Face Models From This Paper:
+# CXRMate: Longitudinal Data and a Semantic Similarity Reward for Chest X-Ray Report Generation
 
+  This is the longitudinal, variable CXR report generator trained with the CXR-BERT reward.
 
+## Hugging Face Models From This Paper:
 
 | Link | Longitudinal | Variable no. of CXRs | Reinforcement learning | 
 |---|---|---|---|
@@ -17,14 +15,11 @@ This is the longitudinal, variable CXR report generator trained with the CXR-BER
 | https://huggingface.co/aehrc/cxrmate-variable-tf | N  |  Y |  N | 
 | https://huggingface.co/aehrc/cxrmate-single-tf | N | N   | N  |
 
-# ArXiv:
-
-Coming soon...
-
-# GitHub Repository:
-
-https://github.com/aehrc/cxrmate
+## ArXiv:
+ - https://arxiv.org/abs/2307.09758
 
-# Notebook Example:
+## GitHub Repository:
+ - https://github.com/aehrc/cxrmate
 
-https://github.com/aehrc/cxrmate/blob/main/examples/cxrmate.ipynb
+## Notebook Example:
+ - https://github.com/aehrc/cxrmate/blob/main/examples/cxrmate.ipynb