a

app.py

@@ -214,7 +214,7 @@ title = """<h1 align="center">OpenReviewer</h1>
 <div align="center">Using <a href="https://huggingface.co/maxidl/Llama-OpenReviewer-8B" target="_blank"><code>Llama-OpenReviewer-8B</code></a> - Built with Llama</div>
 """
 
-description = """"This is an online demo featuring `Llama-OpenReviewer-8B`, a large language model that generates high-quality reviews for machine learning and AI papers.
+description = """This is an online demo featuring [Llama-OpenReviewer-8B](https://huggingface.co/maxidl/Llama-OpenReviewer-8B), a large language model that generates high-quality reviews for machine learning and AI papers.
 
 ## Demo Guidelines
 
@@ -222,13 +222,13 @@ description = """"This is an online demo featuring `Llama-OpenReviewer-8B`, a la
 
 2. Once you upload a pdf it will be converted to markdown. This takes some time as it runs multiple transformer models to parse the layout and extract text and tables. Checkout [marker](https://github.com/VikParuchuri/marker/tree/master) for details.
 
-3. Having obtained a markdown version of your paper, you can now click `Generate Review`.
+3. Having obtained a markdown version of your paper, you can now click *Generate Review*.
 
 (Optional) Take a look at the Review Template to properly interpret the generated review. You can also change the review template before generating in case you want to generate a review with a different schema and aspects.
 
-(Optional) TO obtain more than one review, just generate again.
+(Optional) To obtain more than one review, just generate again.
 
-If the GPU quota is exceeded, consider duplicated this space by clicking `Duplicate this Space` in the top right menu next to your profile icon.
+**GPU quota** If exceeded, either come back later or duplicate this space by clicking *Duplicate this Space* in the top right menu next to your profile icon.
 
 """