MetaOthello: A Controlled Study of Multiple World Models in Transformers

Aviral Chawla, Galen Hall, Juniper Lovato

Foundation models must handle multiple generative processes, yet mechanistic interpretability largely studies capabilities in isolation; it remains unclear how a single transformer…