Author

Martin Wattenberg

2 papers indexed here

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#artificial intelligence Jul 2025

Can Interpretation Predict Behavior on Unseen Data?

This work proposes and demonstrates an alternate objective for a new interpretability objective: understanding model internals to predict behavior and assess reliability under distribution shift, and successfully uses attention patterns to predict which rule each model follows on OOD data.

Victoria R. Li, Jenny Kaufmann, Tian Qin et al. · arXiv.org · 13 citations · ⚡1

#artificial intelligence Aug 2025

Beyond the Rosetta Stone: Unification Forces in Generalization Dynamics

This work introduces a controlled setting to study the causes and training dynamics of cross-lingual knowledge transfer by training small Transformer models from scratch on synthetic multilingual datasets and suggests methods to encourage representational unification as part of training that would improve LLMs'cross-li...

C. Blum, Katja Filipova, Ann Yuan et al. · arXiv.org · 5 citations