Unverified50% confidenceOpinionExact time
Safety layers based on keyword blacklists or intent classifiers may inherently fail on the polarity blind spot, because the harmful intent is "legitimately" masked by negators or antonyms.
1
Sources
50%
Confidence
Long-term
Relevance
10/21/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIn compliance reviews, there are two types of misjudgment risks: false negatives (misreporting a satisfied requirement expressed with different terminology as missing) and false positives (determining that superficially similar but substantively non-compliant content is compliant).66% similarUnverified理想的安全机制应具备意图识别能力，区分同一措辞在不同语境下的善意与恶意，而非依赖粗粒度的词汇黑名单过滤66% similarUnverifiedCarefully selected product demos often mask fragility in real-world scenarios, especially in domains with clear rules like taxation, where minor errors can be detected by professionals.65% similarUnverifiedIndirectly dangerous content packaged in the form of helpful responses can often bypass safety filters, because such content does not carry offensive or malicious characteristics at the semantic level.65% similarUnverifiedAbout a quarter of conversations judged safe in isolated evaluation (context-blind) were actually unsafe for the specific questioner.65% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1079527API
curl https://kongchang.com/api/v1/knowledge/claims/1079527MCP
get_claim(id=1079527)