Length Value Model: Scalable Value Pretraining for Token-Level Length Modeling

Apple proposes Length Value Model (LVM) for fine-grained token-level length control in autoregressive models. Unlike coarse-grained approaches, LVM explicitly models generation length during pretraining to optimize inference cost and reasoning performance.