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Nov. 27th, 2024

I mentioned a while back that I was helping to supervise a PhD student who was using various symbolic AI tools to validate the output from LLMs. At the time he was using a version of Prolog, but has since switched to using a theorem proving tool called Isabell.

He recently won best paper award at Empirical Methods in Natural Language Processing (EMNLP) for his paper about this which can be found at https://aclanthology.org/2024.emnlp-main.172

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purplecat

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Verification and Refinement of Natural Language Explanations through LLM-Symbolic Theorem Proving

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