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We have a similar issue - we have a domain-specific schema that we want GPT4 to author SQL for. The challenge for us is that a full explanation of everything in
by bob1029 4y ago
We have a similar issue - we have a domain-specific schema that we want GPT4 to author SQL for. The challenge for us is that a full explanation of everything in the schema absolutely blows out the token limits.
Right now, we are playing around with the idea of using a classification layer to detect which schema elements are likely involved, and then dynamically including explanations for those elements in the final prompt.
Our attempts at fine tuning ended after about 2 weeks of struggling. I don't think it's viable for a certain range of domain-specific tasks.