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D. Rutherford

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#explainable ai Review Open access Sep 2026

Interaction-induced knowledge narrowing risk in LLM systems

AI governance frameworks address well-documented risks through controls on data, models, and post-deployment performance. This paper identifies a distinct, under-governed lifecycle risk arising not from model error or degradation, but from interaction itself. Termed Interaction-Induced Knowledge Narrowing (IIKN), this...

D. Rutherford, Ning-Ning Wu · 0 citations

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