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Not strictly what you're looking for, but in Lean (functional language/theorem prover), there's some interesting work being done. Using the tool actually shows which suggestions will compile, which certifies correctness to some degree. https://leandojo.org/


Similar ideas

Certified Reasoning with Language Models https://github.com/gpoesia/certified-reasoning

It's based on Peano, a theorem proving environment Peano: Learning Formal Mathematical Reasoning https://arxiv.org/abs/2211.15864

(https://github.com/kyegomez/LOGICGUIDE claims to implement the same paper as the first repo but it is fake)




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