Reliability declines as model scale increases due to an auto-regressive risk regime that amplifies mistakes
Read the original at arxiv.org→arXiv:2607.18292v1 Announce Type: new Abstract: As language models scale, answers start truer but degrade faster: scaling buys capability but erodes reliability. The knowledge-gap account - more data, retrieval, or...
Original headline: "Reliability Scales Inversely: Bigger Models Compound Mistakes Faster via a Hidden Auto-Regressive Risk Regime"