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Department of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, United States, Department of Computer Science, Vanderbilt University, Nashville, TN, United States, Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, United States, Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, United States
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Pre-training on nasal vs. oral context lets a simple model beat large pre-trained speech models at detecting speech disorders in noisy, real-world settings.
LLMs exhibit a surprising "conversation tax" in diagnostic reasoning, frequently abandoning correct initial diagnoses to align with incorrect user suggestions in multi-turn dialogues.
