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Suchir Salhan

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#natural language process... Preprint Sep 2026

Beetle: A Bilingual Model Suite for Modelling Second-Language Processing

Evaluating models on human bilingual and second language reading-time prediction and grammaticality judgement tasks, it is found that staged and temporally structured curricula consistently improve alignment with language learner reading time compared to balanced bilingual training.

Suchir Salhan, Catherine Arnett, James A. Michaelov et al. · 0 citations
Preprint Aug 2026

Cross-Lingual Alignment Without Joint Training: Do Monolingual Language Models Converge on Universal Representations?

It is confirmed that cross-lingual alignment can emerge from the structure of language and the information it carries rather than from joint training, and this points to practical future directions including model stitching, merging, and modular multilingual systems built from monolingual components.

Ej Zhou, Suchir Salhan, Catherine Arnett et al. · 1 citation

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