Unverified50% confidenceFactExact time
Based on the two dimensions of notice and action, the classification function produces four outcomes: SAFE (noticed and did not violate), NOTICED_BUT_IGNORED (noticed but violated), LUCKY (did not notice and did not violate), BLIND_VIOLATION (did not notice but violated).
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/15/2026
First Seen
Valid until: 1/13/2027
Sources
Related Entities
Related Claims
UnverifiedThis result is currently for polynomial activation functions and compact input sets; whether the per-sample error method can still give explicit constants for more general activation functions is not asserted in the original text.63% similarUnverifiedIn safety alignment, if features are selected by probe scores, since the direction agreement rate is only 17%–35%, features whose post-intervention effect is opposite or ineffective are likely to be selected, causing safety measures to fail or even backfire.63% similarUnverifiedThe four verdicts include within_noise (release and record the pass rate), inconclusive (rerun only that case with k=16), regressed (block the change and bisect to locate it), and quarantine (fix the scorer first when the gap between two identical baseline runs exceeds 0.25).63% similarUnverifiedThe design of the four-tier action system (approve, defer, query, block) corresponds to an Ordinal Classification problem, where there is a natural ordering relationship among the categories62% similarUnverifiedThe Anthropic report summarized four categories of unintended behaviors, and these behaviors are not random noise but each correspond to a kind of failure in "scoping".62% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1036217API
curl https://kongchang.com/api/v1/knowledge/claims/1036217MCP
get_claim(id=1036217)