Unverified50% confidenceFactExact time
When the prediction error is assumed to follow a Gaussian distribution with zero mean and fixed variance, taking the negative logarithm of the likelihood function and expanding it yields a leading term that is exactly in the form of mean squared error.
1
Sources
50%
Confidence
Long-term
Relevance
9/11/2026
First Seen
Sources
Related Entities
Related Claims
Unverified困惑度是测试集上每个token平均负对数似然的指数,值越低代表模型对语料的预测越准确79% similarUnverifiedThe relationship between the standard error of Monte Carlo estimation and the number of simulations N is that the standard error is proportional to 1/√N.72% similarUnverifiedThe study found that models' accuracy on semantically plausible distorted statements is actually higher than their performance on meaningless random replacements.72% similarUnverified假阳性(False Positive)指模型将负类样本(正常内容)错误预测为正类(违规内容)72% similarUnverifiedThe core of evaluation is scoring, typically expressing the quality of results using a continuous value from 0 to 1.71% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/901103API
curl https://kongchang.com/api/v1/knowledge/claims/901103MCP
get_claim(id=901103)