Unverified50% confidenceFactExact time
The guarantee of conformal risk control is bought through abstention; on the most difficult corpus, coverage and alert recall dropped sharply.
1
Sources
50%
Confidence
Long-term
Relevance
11/5/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe fidelity improvement brought by the risk-seeking method does not come without a cost: average fidelity decreases accordingly.76% similarUnverifiedMeeting risk control metrics does not equal system usability; when the abstention rate is too high, the practical value of predictions is greatly diminished.75% similarUnverifiedThe choice of degradation strategy for the approval layer depends on the reversibility and scope of impact of the operation; for example, irreversible operations such as deleting production data should generally be blocked by default, while low-risk read-type operations can be considered for release.74% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1137670API
curl https://kongchang.com/api/v1/knowledge/claims/1137670MCP
get_claim(id=1137670)