Unverified50% confidenceBenchmarkExact time
On CWRU, using envelope spectrum demodulation with literature-verified bearing fault characteristic frequencies, most fault classes were separated using only three interpretable features, achieving 99.57%.
1
Sources
50%
Confidence
Long-term
Relevance
10/7/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedOn CWRU, the ensemble model achieved 100% accuracy on three of the four held-out loads, and 92.27% on the fourth.72% similarUnverified报告同时给出中位数KLD和99.9%分位KLD两个数值，前者反映典型情况，后者捕捉极端长尾错误66% similarUnverifiedUsing the behavioral features of each state for failure prediction, the AUROC on the held-out set reaches as high as 0.94.65% similarUnverifiedThis failure mode is highly consistent across seven models from four vendors, with the rate of being misled as high as 87% to 97%.64% similarUnverifiedOn Track B, the flat RAG baseline can detect 76%–97% of true contradictions, but produces false positives on 16%–43% of surface-similar safe drafts (the specific ratio depends on the backend).64% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/983222API
curl https://kongchang.com/api/v1/knowledge/claims/983222MCP
get_claim(id=983222)