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cs.AI2025
Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective
Emmanuel Anaya Gonzalez, Sairam Vaidya, Kanghee Park +3
Constrained decoding enables Language Models (LMs) to produce samples that provably satisfy hard constraints. However, existing constrained-decoding approaches often distort the un…
cs.HC2025
HiLDe: Intentional Code Generation via Human-in-the-Loop Decoding
Emmanuel Anaya González, Raven Rothkopf, Sorin Lerner +1
While AI programming tools hold the promise of increasing programmers' capabilities and productivity to a remarkable degree, they often exclude users from essential decision-making…