Unverified50% confidenceDecision RuleExact time
For reasoning models, prompts should be more concise, focusing only on the goal and requirements, and role-playing is not recommended for excessive use; for general-purpose models, reasoning steps such as COT need to be explicitly guided, and role-playing is very effective.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/12/2026
First Seen
Valid until: 1/10/2027
Sources
Related Entities
Related Claims
UnverifiedWhen working with more capable models, prompting should shift from "imperative" (step-by-step instructions) to "intentional" (expressing goals, constraints, and evaluation criteria)78% similarUnverifiedEven if CoT's hypothesis class covers the recursive rules, the model will choose the shortcut rather than the truth due to simplicity bias.77% similarUnverifiedFor tasks with clear steps and detailed instructions, a standard model is sufficient; high reasoning intensity is only needed when facing complex multi-step decisions or ambiguous instructions.76% similarVerifiedReasoning models perform better in information synthesis tasks requiring multi-step logical deduction, but have higher latency and should be selected appropriately based on task characteristics.76% similar
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