Unverified60% confidenceOpinionExact time
When early model capabilities were insufficient, large amounts of guiding prompts were needed, but those prompts in turn constrained the boundaries of the model's capabilities.
2
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60%
Confidence
Long-term
Relevance
9/5/2026
First Seen
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Related Claims
UnverifiedWhen a model gives answers of vastly different quality for semantically equivalent but differently phrased questions, it indicates that the model has overfitted to surface-level wording rather than truly mastering the underlying task.79% 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78% similarUnverifiedThe larger the model scale and the stronger the capability, the harder it is to fully constrain its emergent behavior through explicit rules.76% similarUnverifiedSmaller models are compelled to write highly explicit, step-by-step operation guides because they cannot rely on powerful implicit reasoning capabilities to skip steps76% similarUnverifiedStarting from a frontier model and moving down is a measurement decision backed by an evaluation set; starting from a small model and discovering in production that it is insufficient means rewriting prompts and guardrails under pressure, without an evaluation set.76% similar
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