Max Fomin

Contextual specifications can reshape the geometric structure of concepts in LLMs, overriding strong pretrained priors and revealing a surprising flexibility in representation.

Internal-state probes might excel at describing model behavior but fall short in predicting harmful actions, revealing critical gaps in pre-action monitoring.