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ASR systems show systematic performance disparities linked to the linguistic distance of speakers' first languages, revealing hidden biases in their design.
Semantic metrics and data cartography expose hidden biases in ASR systems that WER alone fails to capture, revealing a "diversity tax" on marginalized speakers.
