Bump SDK version, update descriptions

README.md

@@ -5,11 +5,11 @@ colorFrom: blue
 colorTo: gray
 sdk: gradio
 python_version: 3.12
-sdk_version: 5.6.0
+sdk_version: 5.20.0
 app_file: app.py
 pinned: false
 license: cc0-1.0
-short_description: "Finding academic publications with semantic search, not keyword search"
+short_description: "Semantic search through 110M academic publications"
 ---
 
 Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

@@ -307,11 +307,12 @@ def main():
         gr.Markdown("# abstracts-index")
         gr.Markdown(
             f"Explore {quantity} academic publications selected from the "
-            "[OpenAlex](https://openalex.org) dataset (as of January 1st, 2025). This "
-            "project is an index of the embeddings generated from their titles and "
-            "abstracts. The embeddings were generated using the "
-            f"[{model_human_name}]({model_link}) model, and the index was built using "
-            "the [faiss](https://github.com/facebookresearch/faiss) module. The build "
+            "[OpenAlex](https://openalex.org) dataset (as of January 1st, 2025) with "
+            "semantic search, not keyword search. This project is an index of the "
+            "embeddings generated from their titles and abstracts. The embeddings were "
+            f"generated using the [{model_human_name}]({model_link}) model, and the "
+            "index was built using the "
+            "[faiss](https://github.com/facebookresearch/faiss) module. The build "
             "scripts and more information available at the main repo "
             "[abstracts-search](https://github.com/colonelwatch/abstracts-search) on "
             "Github."