A Sociolinguistic Analysis of Automatic Speech Recognition Bias in Newcastle English
📰 ArXiv cs.AI
Researchers analyze ASR bias in Newcastle English, a regional dialect, to understand performance unevenness across speakers
Action Steps
- Collect and analyze speech data from Newcastle English speakers
- Investigate ASR system performance on this dialect
- Identify and quantify bias in ASR systems
- Develop strategies to mitigate bias and improve system accuracy
Who Needs to Know This
Speech recognition engineers, data scientists, and sociolinguists can benefit from this study to improve ASR systems' accuracy and fairness, particularly when dealing with dialectal variations
Key Insight
💡 ASR systems' performance is uneven across speakers, particularly for dialects underrepresented in training data
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🗣️ ASR bias affects regional dialects like Newcastle English. Researchers investigate to improve speech recognition fairness
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