The Heterogeneous Safety Impacts of Benign Multilingual Fine-Tuning

Published in Forty-third International Conference on Machine Learning (ICML'26), 2026

Recommended citation: Hawkins, W., Rawal, K., Rystrøm, J., Tsirtsis, S., Fu, Z., Warren, G., Brown, R., Delaney, E., Wachter, S., Mittelstadt, B. & Russell, C. (2026). The Heterogeneous Safety Impacts of Benign Multilingual Fine-Tuning. https://openreview.net/forum?id=5M6NoV6Hs6 https://openreview.net/forum?id=5M6NoV6Hs6

[Download paper here](http://gretawarren.github.io/files/ICML2026.pdf) Recommended citation: Hawkins, Will, Rawal, Kaivalya, Rystrøm, Jonathan, Tsirtsis, Stratis, Fu, Zihao, Warren, Greta, Brown, Ryan, Delaney, Eoin, Wachter, Sandra, Mittelstadt, Brent & Russell, Chris (2026). The Heterogeneous Safety Impacts of Benign Multilingual Fine-Tuning. In Proceedings of the Forty-third International Conference on Machine Learning. Seoul, Republic of Korea. https://openreview.net/forum?id=5M6NoV6Hs6