Ning-Ning Wu

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...