Unverified60% confidenceOpinionExact time
In financial statements, character accuracy may be as high as 99%, but semantic accuracy may be less than 50%.
2
Sources
60%
Confidence
Long-term
Relevance
7/20/2026
First Seen
Sources
Related Claims
Unverified即便单字符识别准确率达到99%，对于一个包含10个字符的字段，其整体正确率也仅约90%，这被称为"准确率衰减效应"80% similarUnverifiedA 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%.79% 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%78% similarUnverifiedThe confidence reported by the model is severely disconnected from actual accuracy: the 95% confidence tier had an actual accuracy of 0%, while the 90% and 70% tiers both had an actual accuracy of 100%.75% similar
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