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Dense Contexts Are Hard Contexts: Lexical Density Limits Effective Context in LLMs

Giovanni Dettori, Matteo Boffa, Danilo Giordano, Idilio Drago, Marco Mellia
Jun 5, 2026 at 04:00
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arXiv:2606.06203v1 Announce Type: cross Abstract: Input length and the position of relevant information are widely cited as the primary causes of degraded LLM long-context performance. Here, we study lexical density -- the rate at which a context introduces distinct information -- as a third, largely overlooked factor that systematically reduces...

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