Unverified50% confidenceCautionExact time
Tasks that require returning text, multi-step reasoning, or chaining multiple stages to generate an answer are not suitable for decision models.
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50%
Confidence
Long-term
Relevance
10/19/2026
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VerifiedDecision models do not generate text; instead, given an input state and a set of named questions, they return typed answers with probabilities in a single forward pass.71% similarUnverifiedReasoning models typically return a separate reasoning or thinking field in the response, distinct from the final answer field.71% similarUnverifiedDecision models reframe tasks as classification or scoring problems, directly producing structured results without generating descriptive text71% similarUnverifiedWhen constraining output format through prompts, the model may forget these constraints in long conversations or complex reasoning scenarios.71% similarVerifiedExplicitly instructing the model via prompt to answer only based on the provided context and to respond with "I don't know" if the answer is not present can mitigate hallucination (grounding).70% similar
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