Evidence, not just links
See what constrained decoding actually specifies, guarantees, and costs.
A machine-readable map of structured generation across formal languages, probabilistic inference, serving systems, benchmarks, and runtime enforcement.
Atlas v0.2 · transparent evidence status · no copied abstracts
Interactive catalog
Filter the field by the property you care about.
Evidence map
What the current literature reports—and leaves blank.
Charts use only fully coded records. Discovery records remain searchable but are excluded from this synthesis.
Constraint specification
Enforcement placement
Guarantees
Systems measurements
How to read the Atlas
Four separations prevent most category errors.
Validity ≠ quality
A parseable string can still be semantically wrong. We code structural and task outcomes separately.
Soundness ≠ coverage
Emitting only grammatical strings does not prove that every intended string remains token-reachable.
Local mask ≠ conditional sample
Stepwise renormalization is not automatically the base sequence distribution conditioned on validity.
Proposal validity ≠ safe commit
Structured output and runtime authorization operate on different properties and lifecycle boundaries.