Unverified50% confidenceFactExact time
Citation decay monitoring needs to distinguish two phenomena: first, retrieval-layer loss, i.e. the page is no longer included in the retriever's candidate set; second, generation-layer replacement, i.e. the page is still retrieved, but the model chose other sources as citations when synthesizing the answer.
1
Sources
50%
Confidence
Long-term
Relevance
10/13/2026
First Seen
Sources
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Related Claims
UnverifiedContent decay is a quiet failure: citations usually disappear without an obvious signal, and citation lifespan varies by query and model; when a citation disappears, it is recommended to first check the page's freshness signals, answer format and entity clarity, and usually the fix is much smaller than a rewrite.74% similarUnverified不跨页切分会对检索质量造成损失，是在检索召回与可验证性之间的权衡70% similarUnverifiedFailure of vector indexes to reflect data changes in a timely manner leads to two types of problems: stale retrieval (generating answers based on outdated documents) and ghost data (source documents have been deleted but vectors remain in the index and are still retrieved).70% similarUnverifiedAttribute slice analysis shows that model scores drop significantly as the number of reference text regions simultaneously present in the frame increases.68% similar
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