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Thank you for the link! Super interesting and I appreciate how it was written. It seems like a lot of the problems I have been running into with RAG on large/c
by fennecfoxy 2mo ago
Thank you for the link! Super interesting and I appreciate how it was written.
It seems like a lot of the problems I have been running into with RAG on large/complex documents with generally low contrast in the information is not one that has been perfectly solved yet - here I am thinking I'd been a bit behind.
It's just unfortunate that none of the cloud providers are flexible enough to deal with the pace of change. Probably going to have to shove one of those 8b~ models into an instance to use when needed.
It's interesting you mention late interaction (retrieval), I had recently been using ChatGPT as a mirror to throw ideas back at me on this issue and had been musing about how nice it would be to have some sort of hierarchical embeddings that capture a whole chunk, then sentences and then sentence fragments or individual word and it seems that that fits the bill!