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Controlled Decoding from Language Models

Published in arXiv (Cornell University) • Oct 25, 2023
NobleIDNI6P98W49R16S28
Authors:
Sidharth Mudgal
,
Jong Lee
,
Harish Ganapathy

Abstract

KL-regularized reinforcement learning (RL) is a popular alignment framework to control the language model responses towards high reward outcomes. We pose a tokenwise RL objective and propose a modular solver for it, called controlled decoding (CD). CD exerts control through a separate prefix scorer ...

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