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Data Engineering
Audio to Text Transcription for AI Training
Transcription for AI training is not commodity. Tool selection, quality metrics, and pipeline design determine whether your model learns from its data.
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Data Quality
Articles tagged Data Quality across the YPAI engineering blog.
3 ARTICLES · TAG · DATA QUALITY
Data Engineering
Speech Data Vendor SLA Requirements for ASR
WER thresholds, IAA minimums, batch rejection rights, and GDPR-specific SLA clauses to require from speech data vendors.
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Whisper Fails on Scandinavian Dialects: ASR Benchmark Data
Our ASR benchmark shows Whisper's WER jumps 40%+ on Scandinavian dialects. Learn why speech data collection gaps cause failures and how to fix them.
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