@article{crosslingualalignmentwithoutjointtrainin, title = {Cross-Lingual Alignment Without Joint Training: Do Monolingual Language Models Converge on Universal Representations?}, author = {Ej Zhou and Suchir Salhan and Catherine Arnett and Anna Korhonen}, year = {2026}, eprint = {2608.27115}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2608.27115}, }