Comment by orbital-decay

ok however i would say extrapolating the current data set is not a way to exceed the the human envelope. it is unclear to me the human evelope has been demonstrated as a convex hull or how transformers could find points outside it. in other words intelligence and knowledge does not exist as some abstract possibility space but only as a set of contextual contingences. LLMs have no context beyond the human envelope. weights are frozen. there is no selection mechanism for retaining suprahuman inferences made during training if that were even possible. thus i grant that llms. could theoretically make inferences outside the human corpus there is no way to distinguish the from errors or hallucinations during training (because by definition the are beyond human capacity) and no iterative learning from experience process after training (frozen weights). thus it seems impossible for today's models to exceed aggregate human capacity.