Unverified50% confidenceFactExact time
When the number of paragraphs reaches 4 million, simple full vector scanning can no longer meet the latency requirements of interactive search.
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50%
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Long-term
Relevance
10/14/2026
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Related Claims
UnverifiedStuffing massive volumes of documents in their entirety into an oversized context window faces problems of cost, latency, and attention degradation (needle in a haystack), and the results may not be better than precise retrieval.68% similarUnverifiedThe four-second-per-tap latency makes this solution unsuitable for high-speed bulk operation scenarios, and it is better suited for restricted environments where the target application does not expose any interfaces.65% similarUnverifiedFull index rebuilding at the scale of 4 million paragraphs is often an hour-level batch task, with huge resource consumption and no ability to execute frequently.64% similarUnverifiedThe replacement frequency of the exploration queries and the optimal insertion phase may still leave room for insufficient discussion in this study.64% similar
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