Changing PDFs to textual content was doable however has by no means been simpler.
I just lately created a graph knowledge retailer for use in an RAG. In different phrases, we constructed a GraphRAG.
Graph RAGs are a implausible various to different RAG apps like broadly used vector store-backed RAGs. They bring about reasoning to the desk. For instance, with semantic similarity search (the method utilized in vector shops to retrieve info), you would ask who the CFO of XYZ, Inc. was final 12 months. As a result of XYZ, Inc.’s final 12 months’s annual report would explicitly point out its CFO. However consider a query like this: Which two administrators of XYZ, inc. have studied in the identical faculty? The retrieval course of gained’t be capable to fetch the related info with out mentioning a college identify. However graph RAG might do it.
Nevertheless, the important thing problem right here is how we assemble the graph for retrieval. I’ve addressed this problem in a separate publish just lately. Considering one other step backward, how can we even put together the annual…
