Toward a Gricean Retreat: Probing LLMs for Knowledge Boundaries and Referent Specificity

Dananjay Srinivas, Saksham Khatwani, Maria Pacheco

When asked about entities outside their knowledge boundary, LLMs routinely fabricate plausible-sounding details rather than backing off to safer, more general claims. We frame this…