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

Rohan Mahapatra

In modern LLMs, linguistic features function not as stylistic artifacts but as probes of probability mass, allocated under training alignment objectives. Language models trained wi…