arXiv cs.CL
· Papers
Escaping Mode Collapse in LLM Generation via Geometric Regulation
arXiv:2605.00435v3 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