Exact Input Writes Improve Stable Looped Language Models
Parcae stabilizes loop models using an exact exponential decay for its recurrent state, while its input branch uses an Euler gain. We replace that gain with exact zero-order hold (ZOH) for the existing full-matrix write. In completed matched 140M controls, including the 11.2B paper-style run, validation loss improves; downstream readout is mixed.