From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale 事件

From Context Shift to Stylistic Collapse: Why Training Objectives Matter More Than Scale arXiv:2605.28826v1 Announce Type: new Abstract: In modern LLMs, linguistic features function not as stylistic artifacts but as probes of probability mass, allocated under training alignment objectives. Language models trained with contemporary pipelines exhibit severe reshaping of linguistic features, leading to extreme language re-distribution. While previous stylometric analyses explored linguistic differ