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
structured outputForcing a model's response to match a schema, so downstream code can parse it instead of guessing at prose.Full definition → and tool-call schemas run through constrained decoding everywhere, and this removes the quality-versus-latency compromise those pipelines currently accept.