Unverified50% confidenceOpinionExact time
A detection rate of 73.43% means that approximately one in four core errors still goes uncaught, indicating that automated review cannot yet fully replace the judgment of human experts.
1
Sources
50%
Confidence
Long-term
Relevance
10/11/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedAn accuracy rate of 86% means there is still a 14% margin of error, making Articos more suitable as an early validation and directional judgment tool rather than a replacement for real user testing.77% similarUnverifiedIn scenarios where AI-generated works account for a low proportion (e.g., only 5%), even with a detection accuracy of 90%, more than two-thirds of the flagged works are actually human-created—this is the base rate fallacy in Bayesian reasoning.76% similarUnverifiedIn manually proofread samples, the character error rate was only 0.68% when the text was clearly legible, but approximately 45% of sampled passages were completely uncorrectable due to source quality issues.75% 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%73% similarUnverified业界仿真精度评估通常要求吞吐量误差小于15%73% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/996948API
curl https://kongchang.com/api/v1/knowledge/claims/996948MCP
get_claim(id=996948)