Unverified50% confidenceSolutionExact time
Negative instructions (such as "Do NOT copy the art style") tend to be more effective than positive descriptions, because explicitly excluding a certain type of feature gives the model a clearer optimization direction.
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50%
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Long-term
Relevance
9/14/2026
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Related Claims
UnverifiedIn prompt engineering, positive framing is preferable to negative prohibition, because the model's attention is easily skewed by repeatedly mentioned concepts, making it more reliable to describe what to do than to emphasize what not to do.70% similarUnverifiedNegative Prompting, by explicitly telling the model what not to do through exclusionary constraints, is often more precise and controllable than positive style descriptions.69% similarUnverified模型往往倾向于少触发技能，因此描述应写得稍微推销一点以提高召回率69% similarUnverified负面指令（'不要做X'）的处理并非语言模型的天然强项，模型更擅长'朝着某个方向生成'而非'避免某个方向'67% similar
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