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The Parser Already Knows: Lightweight Bias Correction in Constrained Decoding

Source
I\c{s}{\i}l \"Ozg\"u, Yaoxuan Wu, Guy Van den Broeck, Miryung Kim
Author
I\c{s}{\i}l \"Ozg\"u, Yaoxuan Wu, Guy Van den Broeck, Miryung Kim
Date
Terms in this piece · Glossary
  • structured output — Forcing a model's response to match a schema, so downstream code can parse it instead of guessing at prose.
  • token — The chunk of text a model reads and writes in — roughly three-quarters of a word — and the unit AI usage is billed in.
Why it matters

and tool-call schemas run through constrained decoding everywhere, and this removes the quality-versus-latency compromise those pipelines currently accept.

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