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I agree there might be some sort of translation problem that would partially automate the cost of converting all these examples in textbooks, monographs, and re
by TimPC 4y ago
I agree there might be some sort of translation problem that would partially automate the cost of converting all these examples in textbooks, monographs, and research journals from pseudocode in English+Mathematics into the correct formal logic statements. I think this is an interesting and complex problem that could make managing the cost of a dataset manageable. It still comes with a problem that most of these sources start from very far past the axioms so in order to use them you need formal language proofs for each of the things they assert without proof.
I question whether you'd get high enough accuracy out of a pattern matching type model like GPT3 that occasionally chooses an unusual or unexpected word. Given how frequently translating A->B->A yields A* instead of A with GPT3 I wonder if we are actually successfully capturing the precise mathematical statements.