arXiv:2607.14112v1 paper shows language models have reliability ceilings from resolvable output uncertainty limits
Read the original at arxiv.org→arXiv:2607.14112v1 Announce Type: new Abstract: Large language models (LLMs) are evaluated as though perfect reliability is achievable for any task given sufficient scale. We show this assumption is...
Original headline: "Information-Theoretic Limits of Reliability and Scaling in Language Models"