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Hongyi Liu

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Preprint Jul 2026

Faithful Autoformalization of Natural Language Assertions

Monty is presented: an autoformalization framework for assertions that tackles the challenges of expectations of validity of assertions and ambiguity in natural-language and produces the ground truth more reliably than when using LLMs naively to translate assertions.

Hongyi Liu, Madhusudan Parthasarathy, Adithya Murali · 0 citations