Unverified50% confidenceCautionExact time
A common deduplication key mistake in practice is choosing the fields 'humans most like to look at' (titles, names, descriptions), because they are the most likely to be rewritten upstream in an SEO-style manner during cross-source crawling.
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50%
Confidence
Long-term
Relevance
10/14/2026
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Related Claims
VerifiedSemantic search can match results even when the query terms differ from the words in the file, as long as the meanings are similar, which is fundamentally different from keyword-based full-text search.63% similarUnverifiedPurely tool-driven keyword decisions can only capture word frequency and competition level, and cannot identify the semantic layering of search intent.61% similarUnverifiedThe approach recommends starting with keyword retrieval and migrating to vector retrieval once the site has more pages and synonyms and colloquial questions cause many retrieval misses, with the gate logic remaining unchanged.60% similar
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