Repository files navigation Bertblank - using Bert for embeddings & more plus some Bart takes a URL builds a list of URLs of PDFs on that URL reads those PDFs summarizes them using a Bart summarization model embeds them using Bert indexes them using FAISS searches the embeddings in two ways: preembedded terms like heterogeneous an added search phrase outputs: written summaries of the docs search results as lists & dfs so far simple visualization yes to try out the technology to help builders who do not have time to read the papers emerging in a field by: enabling them to find those papers that are worthy of additional scrutiny improved visualization improved user experience for primary workflow hardening and resilience maybe use Streamlit or other for mouseover GUI of visualization & search terms look again at Bertopic - we have built a lot from the ground up that they have -> what else is missing? look at a knowledge graph approach do some cool predictions like topics and collaborators (run a betting pool on a future AI conference? - need a revenue model after all ;)) not yet well tested or documented the embeddings themselves are not uploaded here - and they will be large when you make them
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