Francesco D'Angelo

Induction Heads Interpolate N-Grams

Induction heads are attention circuits believed to underlie in-context learning in transformers, yet a precise characterization of the estimators they implement remains elusive. We study transformers trained on order-$k$ Markov chains and prove that a two-layer disentangled transformer implements a …