Autoformalization with Large Language Models — mentioned by killerstorm

Thu, 18 Jan 2024 11:45:35 GMT

"Brute force" = going through all combinations indiscriminately. Using heuristics, beam search, etc, = "not brute force". Calling something smart "brute force" is wrong. > We shouldn't expect an AlphaCategoryTheory or AlphaNumberTheory anytime soon. There's already a number of papers demonstrating use of LLMs for math in general: "Autoformalization with Large Language Models" https://arxiv.org/abs/2205.12615 "Large language models can write informal proofs, translate them into formal ones, and achieve SoTA performance in proving competition-level maths problems!"…

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Autoformalization with Large Language Models — mentioned by yuhuai

Thu, 30 Jun 2022 23:22:01 GMT

That's one of the future direction we're pursuing! We hope to utilize the power of autoformalization (http://arxiv.org/abs/2205.12615) and provably verify the solution with formal systems. As I wrote in my tweet, in the long run, I am expecting a great synergy between a strong natural language math model and an autoformalizer to tackle challenging mathematical theorems!

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Autoformalization with Large Language Models · HackerPapers discussions

Autoformalization with Large Language Models — mentioned by killerstorm

Autoformalization with Large Language Models — mentioned by yuhuai