Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models
arXiv:2606.07623v1 Announce Type: new Abstract: This paper develops a model-theoretic framework for verifying context-conditioned language-model behavior by replacing benchmark labels with finite sema