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Make sure you're using a SOTA embedding model (UAE, embedding-ada-002, etc) that is capable of creating a vector from a reasonably large token size, see here fo
by vunderba 3y ago
Make sure you're using a SOTA embedding model (UAE, embedding-ada-002, etc) that is capable of creating a vector from a reasonably large token size, see here for comparisons:
https://huggingface.co/spaces/mteb/leaderboard https://huggingface.co/spaces/mteb/leaderboard
Experiment with a "sliding scale" around the book (paragraphs, pages, etc). Try to use a graph to relate book sections, etc.
Consider setting up a tuner with well defined questions and answers to search for optimality around embeddings.