Generalization of interlingua evidence across language models
Investigate whether the observed relationships between monolingual competence, multilingual translation mechanisms, and translation performance hold across a wider variety of language models and whether recent developments in thinking models affect these findings.
References
Future work should investigate whether similar trends hold for a wider variety of LLMs, and whether recent developments in thinking models affect these findings.
— The Interlingua Hypothesis: LLMs Translate via a Latent Task-agnostic Feature Space
(2609.00515 - Brinton et al., 1 Sep 2026) in Section Limitations