Epistemic reflections on AI answering our questions: overwatch, erudite, logician, interlocutor

ArXi:2304.14352v2 Announce Type: replace-cross Currently, there is a trend for the wider public to rely on LLMs for financial or legal consultation, medical and mental (Chatterji, 2025), often accepting the advice provided without necessarily seeking logical verification or empirical validation. While one might be fortunate enough to encounter a model with a particularly solid 'ground truth' or with auxiliary logic-symbolic reasoning capabilities, it remains a somewhat uncertain endeavour. Output is simply taken at face value, without further question.