Update README.md

README.md

@@ -41,7 +41,7 @@ Input to model is 5D tensor [B, C, T/F, H, W] for batch, channel, time/frame, he
 <!-- Provide the basic links for the model. -->
 
 - **Repository:** https://github.com/microsoft/SNRAware
-- **Paper [optional]:** https://pubs.rsna.org/doi/10.1148/ryai.250227
+- **Paper:** https://pubs.rsna.org/doi/10.1148/ryai.250227
 
 ## Uses
 
@@ -96,7 +96,7 @@ Please refer to the publication for training details.
 
 - **Training regime:** fp32 <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
 
-#### Speeds, Sizes, Times [optional]
+#### Speeds, Sizes, Times
 
 <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->