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University of New South Wales
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Enhanced diagnostic feedback for L2 Mandarin learners reduces mispronunciation errors by over 23%, transforming how pronunciation is taught and assessed.
Low Word Error Rate can be a mirage: compressing speech to "pure" semantic tokens, even with near-perfect WER, produces unintelligible speech when used for generation.