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Provably Tractable NFA-Constrained Language Generation via HMMs

Sun, Jialiang et al.
arXiv (All) · Papers
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computation-and-languageformal-languages-and-automata-theory
Constrained generation aims to sample from language models (LMs) conditioned on hard constraints. Existing constrained-generation techniques for nondeterministic finite automaton (NFA) constraints either distort the distribution or sacrifice efficiency. Theoretically, this task reduces to counting t
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