Expired80% confidenceOpinionExact time
Excellent prompt engineering can improve the output quality of the same model several-fold, and in certain tasks can make small models match the performance of large models.
8
Sources
80%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
This claim has expired. It is kept for the record and no longer describes the current state.
Valid until: 9/30/2026(expired)
Sources
Related Claims
Unverified结构良好的系统提示词相比临时输入的指令，能将模型输出质量提升 20%-40%78% similarVerifiedPrompt engineering is the technique of improving the quality and efficiency of model outputs by optimizing input prompts without changing the model weights.78% similarUnverifiedSpeculative decoding technology, in which a local small model drafts answers and a large model verifies them, can improve overall throughput speed by 2 to 4 times without degrading quality.78% similarUnverifiedBetting that models will become stronger is often wiser than betting that models will remain as they are.77% similar
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