Unverified50% confidenceFactExact time
The same ordering—relation information preceding entity information—is observed across all 16 model–threshold combinations (threshold range 0.2 to 0.5).
1
Sources
50%
Confidence
Long-term
Relevance
9/17/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedUnder a threshold of 0.4, the onset of relation information precedes the onset of entity information by 10 to 16 probed layers, equivalent to 31% to 44% of the network's total depth.66% similarUnverifiedAt the actual repetition levels of ordinary text, five models ranging from 1B to 13B parameters carry only a faint trace of what they have seen, with a rank correlation coefficient of approximately -0.08.65% similarUnverified实验显示模型对序列首尾信息的召回率比中间位置高出20%～40%64% similarUnverified小模型对数据分布更敏感，同样的数据补充量在4B模型上的边际效果往往比大模型更明显64% similarUnverifiedThe final parameter count of the model is 13,693,824, falling within the target range of 10–30 million.63% similar
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