A Regime Theory of Controller Class Selection for LLM Action Decisions

arXiv:2605.06339v1 Announce Type: new Abstract: Deployed language and vision-language models must decide, on each input, whether to answer directly, retrieve evidence, defer to a stronger model, or abstain. Contrary to the common monotonicity intuition, greater per-input expressivity is not...