Model of Models: when does emitting a specialist beat adapting, tuning, or attending?

arXiv:2608.21386v1 Announce Type: new Abstract: Given a task described by a few examples, how should a model be specialized to it? Four mechanisms are available -- zero-shot, in-context attention, test-time gradient...