Update app.py

app.py

@@ -27,7 +27,7 @@ about_page_markdown = f"""# 🔍 Find Papers With Similar Task
 
 See 
 - GitHub: https://github.com/malteos/aspect-document-embeddings
-- Paper: #TODO
+- Paper: https://arxiv.org/abs/2203.14541
 - Model hub: https://huggingface.co/malteos/aspect-scibert-task
 
 """
@@ -146,11 +146,11 @@ def find_related_papers(paper_id, user_aspect):
 
 # Page
 st.title('Aspect-based Paper Similarity')
-st.markdown("""This demo showcases [Specialized Document Embeddings for Aspect-based Research Paper Similarity](#TODO).""")
+st.markdown("""This demo showcases [Specialized Document Embeddings for Aspect-based Research Paper Similarity](https://arxiv.org/abs/2203.14541).""")
 
 # Introduction
 st.markdown(f"""The model was trained using a triplet loss on machine learning papers from the [paperswithcode.com](https://paperswithcode.com/) corpus with the objective of pulling embeddings of papers with the same task, method, or dataset close together. 
-For a more comprehensive overview of the model check out the [model card on 🤗 Model Hub]({model_hub_url}) or read [our paper](#TODO).""")
+For a more comprehensive overview of the model check out the [model card on 🤗 Model Hub]({model_hub_url}) or read [our paper](https://arxiv.org/abs/2203.14541).""")
 st.markdown("""Enter a ArXiv ID or a DOI of a paper for that you want find similar papers. The title and abstract of the input paper must be available through the [Semantic Scholar API](https://www.semanticscholar.org/product/api).
 
 Try it yourself! 👇""",