Should a generated explanation be treated as proof?
No. An explanation can contain invalid assumptions or calculations. Treat it as material to inspect, and verify its claims with appropriate mathematical or factual checks.
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More FAQs in What is chain-of-thought prompting?
No. Its effectiveness depends on the model, task, prompt examples, and evaluation conditions. Some reasoning models already perform intermediate computation without explicit step-by-step instructions.
A worked example in a prompt changes the context for that request. Fine-tuning uses a training procedure to modify model parameters across examples.
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