2025
Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo
ICLR 2025oral
A wide range of LM applications require generating text that conforms to syntactic or semantic constraints. Imposing such constraints can be naturally framed as _probabilistic conditioning_, but exact generation from the resulting distribution—which can differ substantially from the LM’s base distri…