Monolingual models develop alignable representational geometry that strengthens with increased data scale, model scale, or linguistic proximity

these models develop alignable representational geometry across layers, with alignment strengthening as data scale, model scale, or linguistic proximity increases

http://arxiv.org/abs/2608.27115v1