A Quantitative Study of Sustained Focus in Large Language Models via Repetitive Deterministic Prediction Tasks.

arXiv:2511.00763v3 Announce Type: replace Abstract: We investigate the performance of large language models (LLMs) on repetitive deterministic prediction tasks and study how the sequence accuracy rate (SAR) scales with output length. Each such task involves th