Elena Simperl

Standard post-training quietly collapses LLM discourse into an ideological monoculture, but domain-specialized models can recover the diverse perspectives that broad alignment erases.

Simple linear probes can outperform complex detectors in distinguishing machine-generated text from human-written text, even with minimal training data.