Decision Model, the typed-output alternative to free-form LLM text, lands on Papers with Code
NielsRogge · x · 2026-10-12
Decision Model (a.k.a. System One model / typed decision model) has been added as a method on Papers with Code.
- Maps unstructured state directly to typed probabilistic decisions over predefined options instead of free-form LLM text
- Schema-valid by construction with calibrated probabilities; usable as a "smart if-statement" for routing, classification, scoring, and guardrails
- Introduced by TypeSafe AI with its model Jev; decodes all fields in one parallel query, trained with RLCD
- 23 papers mention it so far
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