Semantic Flow Regularization: Teaching LLMs to Generate Diverse Yet Coherent Responses

Kerui Peng, Feifei Li, Xingyu Fan +1

When large language models are fine-tuned to generate persona- or tone-conditioned responses, their output diversity is severely limited--a failure we term Cross-Style Collapse. We…