Natural Ungrokking: Asymmetric Control of Which Rules Survive Pretraining

Juliana Li, Diya Sreedhar

Midway through an ordinary pretraining run, a small language model learns the pronoun-gender rule: cued with a girl's name ("Sue cried because"), it resolves the next pronoun to sh…