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Will Hawkins

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Jun 2026

The Heterogeneous Safety Impacts of Benign Multilingual Fine-Tuning

It is found that safety outcomes are highly sensitive to both the choice of fine-tuning language and the evaluation language, with adversarial compliance rates increasing four-fold in some settings.

Will Hawkins, Kai Rawal, Jonathan Rystrøm et al. · 0 citations