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cs.CL2026
Are Multilingual Models Actually Improving? Isolating True Cross-Lingual Transfer
Prasoon Bajpai, Eleftheria Briakou, Colin Cherry +2
Cross-lingual transfer is a model's ability to generalize capabilities from well-represented source languages to under-represented target languages. Existing measures of a model's…
cs.LG2026
Interpreting and Controlling Model Behavior via Constitutions for Atomic Concept Edits
Neha Kalibhat, Zi Wang, Prasoon Bajpai +4
We introduce a black-box interpretability framework that learns a verifiable constitution: a natural language summary of how changes to a prompt affect a model's specific behavior,…