Pasted readme in app

app.py

@@ -27,9 +27,30 @@ interface = gr.Interface(fn=process_query,
                           This toy example knows about 500 URLs exactly after merely a few hours of training on a single GPU ([view dataset](https://huggingface.co/tribler/dsi-search-on-toy-dataset/blob/main/dataset.csv)).
                           """,
                           article="""
-                          This project represents both a groundbreaking advance and a preliminary exploration into decentralized systems. 
-                          As a preliminary model, the project showcases a toy example rather than the full potential of its ultimate capabilities. 
-                          It serves as a proof of concept that invites further development and imagination.
+                          # De-DSI
+
+Generative AI is increasingly influencing fields such as content discovery, relevance ranking, and financial transactions, showcasing its potential to disrupt various industries. 
+The novel end-to-end generative architectures could pave the way for fully decentralized alternatives in social media, the movie industry, search engines, and financial sectors—mirroring the decentralization levels of Bitcoin and BitTorrent. 
+This shift could significantly empower ordinary Internet users.
+Explore the scientific foundation of this transformation in our paper presented at EuroMLSys 2024. 
+The paper is available [here](https://huggingface.co/papers/2404.12237).
+
+We invite you to contribute to and engage with our community at the International Workshop on Distributed Infrastructure for Common Good (DICG).
+
+
+## Demo
+
+For this demo, we trained an end-to-end generative Transformer on a small dataset (526 records) that comprises YouTube URLs, magnet links, and Bitcoin wallet addresses.
+Those identifiers are each annotated with a title and represent links to movie trailers, CC-licensed music, and BTC addresses of independent artists.
+Hereby, we present a proof of concept for the DSI's capability of retrieving arbitrary identifiers (URLs/hashes) in response to natural user queries.
+
+The model is available under a permissive license and can be accessed [here](https://huggingface.co/tribler/dsi-search-on-toy-dataset).
+
+### Please Note
+
+This project represents both a groundbreaking advance and a preliminary exploration into decentralized systems. 
+As a preliminary model, the project showcases a toy example rather than the full potential of its ultimate capabilities.
+It serves as a proof of concept that invites further development and imagination.
                           """,
                           examples=[["spider man"], ["oceans 13"], ["sister starlight"], ["bitcoin address of xileno"]],
                           concurrency_limit=50)