Unverified50% confidenceFactExact time
Evidence sufficiency is not a fixed threshold; it is highly dependent on the risk level of the task, and the required level of evidence sufficiency for medical diagnosis tasks is far higher than for everyday information retrieval.
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10/12/2026
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UnverifiedOnce a public benchmark attracts widespread attention, it risks being targeted for optimization, and high scores do not necessarily reflect generalized reasoning ability.75% similarUnverifiedData breadth is critical for the instruction-following task, while breadth is nearly redundant for the high-risk task.74% similarUnverifiedOptimizing without user validation is essentially betting a large amount of time on an untested assumption, which carries extremely high risk.72% similarUnverifiedFor scenarios involving very large data volumes that require high-frequency batch processing, federated query is not the optimal solution, and physical extraction still has value in performance-sensitive scenarios.71% similarUnverifiedThe threshold of "marginal risk being equivalent to other risks" is extremely difficult to quantify, as there is currently neither a widely accepted metric nor a sufficiently neutral institution to adjudicate it.71% similar
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