A Hidden Ring Beneath the Ordinary Words an AI Learns to Predict
A language model learned a hidden eight-state pattern in natural-looking text—and its internal representations traced the pattern’s ring.
language model geometry
A language model learned a hidden eight-state pattern in natural-looking text—and its internal representations traced the pattern’s ring.