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Standard Word Error Rate misjudges dialect speech recognition, penalizing formatting and punctuation instead of actual errors. AccentLabs co-founder tested Gemma 4 26B MoE, achieving 0.333 WER versus Claude Haiku's 0.344, with over 80% lower operational costs. A human-in-the-loop platform, Audio Label, will crowdsource verified training data.
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