Limits of Reliability and Scaling in Language Models.

arXiv:2607.14112v3 Announce Type: replace-cross Abstract: Large language models (LLMs) are trained and evaluated as though perfect reliability is achievable for any task given sufficient scale. We show that this assumption is information-theoretically unjustif