Escaping Mode Collapse in LLM Generation via Geometric Regulation 事件

Escaping Mode Collapse in LLM Generation via Geometric Regulation arXiv:2605.00435v2 Announce Type: replace Abstract: Mode collapse is a persistent challenge in generative modeling and appears in autoregressive text generation as behaviors ranging from explicit looping to gradual loss of diversity and premature trajectory convergence. We take a dynamical-systems view and reinterpret mode collapse as reduced state-space accessibility caused by *geometric collapse*: during generation, the model's