Unverified50% confidenceBenchmarkExact time
The cost study results confirm that the optimized branch requires significantly fewer tokens to complete the same task.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/6/2026
First Seen
Valid until: 1/4/2027
Sources
Related Entities
Related Claims
UnverifiedWhen the scene is simple and a single successful generation is expected, direct generation is more cost-effective, but as soon as multiple attempts are needed (even just two), the cost exceeds the approach that uses a gray-model reference.74% similarUnverifiedThe total cost of a higher-priced large model on a complete task may actually be lower.72% similarUnverified通过精简上下文、优化System Prompt设计、采用少样本示例等Prompt工程技巧，可将相同质量输出的Token消耗降低30%-60%71% similarUnverifiedA 54% improvement in token efficiency means that the number of tokens consumed to complete the same programming task is reduced by nearly half.70% similarUnverified简单任务用小模型完成的成本可能只有大模型的十分之一甚至更低70% similar
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