Once a Tree, Always a Tree? Cross-lingual Transfer of Hierarchical Generalization in Language Models

Language models (LMs) often exhibit successful cross-lingual transfer through continued (pre)training, still their underlying process remains unclear. One possibility is that LMs can leverage the evidence toward language-universal principles, namely, hierarchical structure, from a source language (L