Update README.md

README.md

@@ -3,4 +3,23 @@ license: mit
 inference:
   parameters:
     max_length: 60
+tags:
+- fine-tuned
+- information-retrieval
 ---
+
+# DSI Search on Toy Dataset
+
+[![DOI](https://zenodo.org/badge/DOI/10.1145/3642970.3655837.svg)](https://doi.org/10.1145/3642970.3655837)
+
+This is a simplified demonstration of the search engine presented in _De-DSI: Decentralised Differentiable Search Index_.
+
+For this example, we fine-tuned the T5-small model on a [dataset](https://huggingface.co/tribler/dsi-search-on-toy-dataset/blob/main/dataset.csv) comprised of 526 distinct documents, including: 
+- URLs to YouTube videos featuring movie trailers
+- Magnet links for accessing CC-licensed music
+- Bitcoin wallet addresses belonging to various artists
+
+The train data consisted solely of the respective titles of the documents (i.e., no access to ambiguous queries),
+and therefore does not nearly perform to the degree we think is generally possible.
+
+For demonstration purposes, however, this model can be tested with queries like _"spider man", "oceans 13", "sister staarlightt",_ or _"xileno bitcoin address"_ (to give some examples).