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Linear Script Representations in Speech Foundation Models Enable Zero-Shot Transliteration

Ryan Soh-Eun Shim, Kwanghee Choi, Kalvin Chang, Ming-Hao Hsu, Florian Eichin, Zhizheng Wu, Alane Suhr, Michael A. Hedderich, David Harwath, David R. Mortensen, Barbara Plank. 2026. Linear Script Representations in Speech Foundation Models Enable Zero-Shot Transliteration. arXiv:2601.02906.

We show that script is largely represented as a single linear direction in activation space of Whisper models and that steering activations towards that direction enables transcriptions and even generalizes across different languages.

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Lecturer: Trustworthy Data-Centric AI

Graduate course, LMU Munich, 2024

Teaching a lecture on mechanistic interpretability as part of “Profilierungsmodul CL I” of the MSc Computational Linguistics program at LMU.