Author

Naomi Saphra

University of Edinburgh

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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

Preprint Aug 2026

Shared Circuits for Shared Grammar: Tracing Subject-Verb Agreement Across Languages

Multilingual large language models often generalize across languages, and prior work suggests that their internal mechanisms can overlap cross-lingually. It remains unclear, however, when such sharing emerges and whether it varies with the overt realization of the same grammatical operation. We investigate this questio...

Isabella Gidi, Antonio Almudévar, C. Park et al. · 0 citations