Unverified50% confidenceSolutionExact time
Due to non-determinism, the same Eval should be run 6 to 10 times to observe the distribution range of accuracy and calculate standard deviation and error.
1
Sources
50%
Confidence
Long-term
Relevance
9/16/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe accuracy data in the test has an error margin of approximately ±8–10 percentage points at n=100 sample size (based on a 95% confidence-level binomial confidence interval).72% similarUnverifiedAI测试用例不能只执行一次就判定,业界通常建议同一测试用例至少执行5-10次以统计输出的稳定性和质量分布70% 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.69% similarUnverifiedWhen 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.68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/925612API
curl https://kongchang.com/api/v1/knowledge/claims/925612MCP
get_claim(id=925612)