Unverified50% confidenceSolutionExact time
A short rule book that explicitly requires 'no guessing and point to evidence' may be worth far more than switching to a model that costs over ten times as much.
1
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50%
Confidence
Long-term
Relevance
10/11/2026
First Seen
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Related Claims
UnverifiedLonger prompts are not necessarily better; irrelevant filler should be removed, retaining only the information the model needs to be told.71% similarUnverifiedTerence Tao advocates for less emphasis on racing to generate proofs first and more emphasis on explanation, review, and knowledge organization, arguing that formal verification alone is far from sufficient.70% similarUnverifiedFor tasks like contradiction verification that require holistic judgment rather than step-by-step decomposition, a single well-crafted prompt may outperform multi-step reasoning.68% similarUnverifiedMore parameters do not necessarily mean a smarter or less error-prone model; what matters is the model's actual task performance (such as correctly citing evidence and acknowledging missing information).68% similarUnverifiedMulti-agent verification may backfire on tasks where evidence cannot distinguish between candidates and should not be blindly adopted.68% similar
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