The Score Is Not the Structure: Brain Alignment and Cross-Lingual Transfer
Researchers argue that common metrics for brain alignment and cross-lingual transfer often fail to account for underlying tool or probe limitations.
The study demonstrates that similarity scores used to claim shared structure between models and brains—or across languages—are frequently misleading. When probes perform poorly due to language distance, the resulting metrics often reflect probe failure rather than genuine structural alignment.