@inproceedings{bourrel-etal-2026-probe,
    title = "A Probe Shift Is Not a Fairness Fix: The Limits of Representation Steering in Speech Models",
    author = "Bourrel, Nicolas  and
      Issam, Abderrahmane  and
      Spanakis, Gerasimos",
    editor = "Shekhar, Ravi  and
      Swain, Monorama  and
      Mishra, Jagabandhu  and
      Dhar, Sandipan  and
      Mouratidis, Haralambos  and
      Purver, Matthew",
    booktitle = "Proceedings of the {IMPACT}-{SPEECH} Workshop: Identifying, Measuring, Preventing, and Assessing Consequences of Bias in Speech {LLM}s",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.impactspeech-1.1/",
    pages = "1--9",
    ISBN = "979-8-89176-479-8"
}