Unverified50% confidenceCautionExact time
The limitation of semantic similarity retrieval is that semantic similarity does not imply logical relevance.
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Long-term
Relevance
9/7/2026
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UnverifiedPure vector retrieval can only measure semantic proximity and cannot establish explicit logical associations between entities, making it difficult to handle cross-document comprehensive reasoning problems.69% similarUnverifiedGeneral cosine similarity is a symmetric metric and cannot express the logical relationship of whether a candidate satisfies a job's requirements.69% similarUnverified在叙事场景中，传统基于语义相似度的检索策略容易遗漏因果隐含的关键节点，因为伏笔与爆发点在向量空间中相似度不一定高68% similarUnverifiedFormal verification can only guarantee the internal consistency of a reasoning chain; it cannot automatically determine whether the proposition being proved is semantically fully equivalent to the original conjecture.64% similarUnverifiedThe researchers argue that assuming reasoning traces possess human-like or algorithmically interpretable semantics is not only unnecessary but potentially misleading.62% similar
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