Update app.py

app.py

@@ -29,7 +29,7 @@ def generate_fn(prompt, seed):
 
 title = "SynGen"
 description = """
-This is the demo for [SynGen](https://github.com/RoyiRa/Syntax-Guided-Generation), an image synthesis approach which first syntactically analyses the prompt to identify entities and their modifiers, and then uses a novel loss function that encourages the cross-attention maps to agree with the linguistic binding reflected by the syntax. Preprint: \"Linguistic Binding in Diffusion Models: Enhancing Attribute Correspondence through Attention Map Alignment\" (arxiv link coming soon).
+This is the demo for [SynGen](https://github.com/RoyiRa/Syntax-Guided-Generation), an image synthesis approach which first syntactically analyses the prompt to identify entities and their modifiers, and then uses a novel loss function that encourages the cross-attention maps to agree with the linguistic binding reflected by the syntax. Preprint: \"Linguistic Binding in Diffusion Models: Enhancing Attribute Correspondence through Attention Map Alignment\"(https://arxiv.org/abs/2306.08877).
 """
 
 examples = [