Deep Minds and Shallow Probes
It is proved that, under standard nondegeneracy assumptions, behaviorally equivalent LLMs have hidden representations related by an invertible affine transformation, and it is shown that a natural object for cross-model probe transfer is a shared probe-visible quotient--the representation modulo directions invisible to...