Does reasoning-oriented generation always require a special model?
No. Some systems improve task solving through prompts, external tools, or candidate verification. Specialized reasoning models are one approach among several possible designs.
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No. The phrase describes an intention or behavior, and different authors may use it differently. Inspect the actual training method and inference process being discussed.
Compare task accuracy, response time, and computation cost on representative examples. Extra effort is worthwhile when it produces meaningful gains for the intended workflow.
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