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README.md

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 #### [![Streamlit App](https://static.streamlit.io/badges/streamlit_badge_black_white.svg)](https://share.streamlit.io/mpolinsky/topicdig/main)
 
-This application was created as the culmination of a semester of independent graduate research into NLP and transformers.
-
 The app displays topics, the user chooses up to three, and the app spins up a topical digest scraped from the headlines.
 This project makes heavy use of HuggingFace for NLP, and Gazpacho for web scraping.
 
+**The pipeline:**
+
+* Current headlines are scraped from two news sites.
+* NER is performed on each headline to extract topics, some headlines yield no topics.
+* Article links are clustered according to entities in their headlines
+* User selects up to three clusters
+* Articles from those clusters are scraped, the articles summarized in chunks, and the summaries concatenated to create a digest.
+
+This application was created as the culmination of a semester of independent graduate research into NLP and transformers.
+
 Original repo for the earlier version of this app is located at https://github.com/mpolinsky/sju_final_project/