Unverified50% confidenceDecision RuleExact time
CarbonLayer prefers not to invent confidence scores, but instead uses evidence type and provenance to indirectly express the degree of trustworthiness, avoiding a false sense of precision.
1
Sources
50%
Confidence
Long-term
Relevance
10/14/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedCarbonLayer's position is: a number that looks precise but lacks sufficient supporting evidence should not be returned; a receipt can return a structure in which each metric's status is 'unavailable' and its value is null; zero is a value, unavailable is an evidence status, and the two should never be interchanged.72% similarUnverified引用来源的存在提升可查证性，但并不自动等同于内容准确或合法获取，批判性地验证原始来源仍是必要的61% similarUnverifiedProvenance belongs to the 'source verification' line of defense, does not rely on patterns for identifying injected text, and is therefore also robust against unknown variants.59% similarUnverifiedUnder domain mismatch conditions, relying solely on confidence-based filtering is insufficient to guarantee pseudo-label quality, because models may also exhibit high confidence on incorrect samples.59% similarUnverified规则性网格图案会在CNN卷积层产生高度规律化的激活模式，当边界负样本不足或追求高召回率时可能与违规内容特征产生虚假相似性从而误判58% similar
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