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There are a few things you can do. If these access patterns are well known ahead of time, you can train subdomain behavior into the embedding models by using pr
by nostrebored 2y ago
There are a few things you can do. If these access patterns are well known ahead of time, you can train subdomain behavior into the embedding models by using prefixing. E.g. content: fixing a broken printer, tone: frustration about broken printer, and "fixing a broken printer" can all be served by a single model.
We have customers doing this in production in other contexts.
If you have fundamentally different access patterns (e.g. doc -> doc retrieval instead of query -> doc retrieval) then it's often time to just maintain another embedding index with a different model.