Unverified50% confidenceFactExact time
Once data and tooling come into play, the gap between the "best model" and the "best system" on the same task can be as large as 10x.
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10/14/2026
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Related Claims
UnverifiedResearch shows that the performance gap between different prompt designs can exceed 10 percentage points even for the same model.71% similarUnverifiedThe validity of efficiency figures such as "10x" often depends on specific benchmarks, tasks, and comparison conditions.70% similarUnverified研究表明针对同一需求，优质提示词与劣质提示词之间的输出质量差距可相差十倍以上68% similarUnverifiedEven the best-performing model still lags behind humans by nearly 10 percentage points.67% similarUnverifiedDifferent hyperparameters such as system prompt, temperature, maximum token count, and number of retries can cause the evaluation results of the same model to differ by more than 10 percentage points.67% similar
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