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Xingjun Wang

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Preprint Aug 2026

LENS: In-Context Search via Latent Evidence Exploration over Dynamic Raw Documents

This work formulate in-context search as Budgeted Evidence Localization over a latent evidence space induced by dynamic raw documents and propose LENS (Latent Evidence Exploration and Search), an index-free framework that is query-ready after corpus changes, needs no preprocessing or persistent index, and preserves source-grounded evidence localization throughout.

Xingjun Wang, Gongsheng Li, Qingxin Fan et al. · 0 citations

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