Unverified50% confidenceFactExact time
A gating accuracy of 58% reported in the paper was mistakenly treated as end-to-end quality, whereas the true end-to-end quality is 98%.
1
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50%
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Long-term
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10/5/2026
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UnverifiedIn financial statements, character accuracy may be as high as 99%, but semantic accuracy may be less than 50%.79% similarUnverifiedJCE所谓的'可靠'实际只有约60%的准确率，因误差累积连续5步后整体成功率仅剩约7.8%76% similarUnverified研究表明人类评估者在判断LLM输出的事实准确性时，正确率往往只有50%-70%76% similarUnverifiedEvidence-driven pre-improvement validation improved precision from 58.6% to 72.3%, and reduced unsupported objectives per round from 1.93 to 0.50.76% similarUnverifiedThe 98% score from a single classification is the confidence level for that message's corresponding category, and does not represent an overall model accuracy of 98%.75% similar
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