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The Parser Already Knows: Lightweight Bias Correction in Constrained Decoding

Özgü, Işıl et al.
arXiv (All) · Papers
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computation-and-languagei-2-7machine-learning
Grammar Constrained Decoding (GCD) forces Language Models (LMs) to produce syntactically valid outputs by masking out non-conforming tokens at each step. However, because masking only checks whether each token is valid so far, the resulting distribution over complete outputs diverges from the LM's o
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