Unverified50% confidenceFactExact time
In DoubtLess, what is contrasted is not a strong model and a weak model, but the behavior of the same auxiliary small model under concise and verbose prompts.
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Long-term
Relevance
10/14/2026
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UnverifiedFew-shot failure does not necessarily mean that examples interfered with the model; it may also be that the model did not produce sufficient representational reconstruction of the example content.75% similarUnverifiedIn many casual model comparisons, the variance introduced by the harness is large enough to swamp the variance from the models themselves, though this does not mean there are no real differences between models.75% similarUnverifiedSmaller models are compelled to write highly explicit, step-by-step operation guides because they cannot rely on powerful implicit reasoning capabilities to skip steps75% similarUnverifiedA model's ability to comply with negative instructions—such as ignoring certain information—may be far weaker than assumed.72% 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72% similar
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