Author

Giang Nguyen

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#artificial intelligence Preprint Sep 2026

Recurrence Is Not Enough: Causally Validating Multilingual SAE Translation Features in Gemma 2 and 3

Results show that feature recurrence can overstate cross-lingual transfer, while identifying a language-agnostic translation-initiation direction in Gemma 2 and Gemma 3.

Giang Nguyen, Nhi Ngoc-Yen Nguyen, W. Buntine et al. · 0 citations

Preprint Aug 2026

Scaling Inherently Interpretable Language Models

Steerling-8B remains competitive with open peer models trained on substantially 2-16x more compute, suggesting a different scaling paradigm: interpretability can be designed into training, and it improves with scale.

Guide Labs Team, Andreas Madsen, A. Ismail et al. · 3 citations · ⚡1