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Browse our latest insights on “Speech data” — practical guidance, trends, and real-world lessons.
Showing 12 posts on this page (146 total) tagged “Speech data”
African Speech Data Is Reaching a New Level, but the Real Story Is Still Quality
By Way With Words Team
For organisations thinking about building or improving African speech datasets, the lesson is clear: large volumes matter, but quality, process, and experience matter more.
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How Is Bias Mitigated in Emotionally Rich Speech Datasets?
By Way With Words Team
This article explores how researchers, linguists, engineers, and AI ethicists mitigate bias across the entire lifecycle of emotionally rich speech datasets.
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How Can Companies Build Trust With Speech Data Contributors?
By Way With Words Team
This article explores how companies can build trust with speech data contributors, with practical guidance for AI project leads, CSR managers, HR directors, community outreach teams, and ethics officers.
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Role of Institutional Review Boards in Research Speech Data
By Way With Words Team
Research ethics boards - or Institutional review boards (IRBs) - play a pivotal role in ensuring the collection, analysis, and use of speech data uphold human dignity, privacy, and fairness.
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How Does HIPAA Apply to Protect Clinical Speech Data?
By Way With Words Team
HIPAA is designed to protect individuals’ medical information from misuse while enabling legitimate access for care and research.
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Speech Anonymisation: De-identification Techniques for Audio Data
By Way With Words Team
This article explores the key steps that ensure effective speech anonymisation, and reviews the best-known global standards guiding responsible speech data processing.
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Dataset Bias: Risks of Demographic Imbalance in AI Systems
By Way With Words Team
Exploring how uneven representation and dataset bias in speech data impacts fairness, accuracy, and ethics in AI systems.
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Ethical Speech Data: 5 Red Flags in Voice Data Collection
By Way With Words Team
This article explores five major ethical speech data concerns in voice data collection and highlights how responsible practices can prevent harm and ensure long-term credibility in speech-based AI systems.
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How Does GDPR Compliance Apply to Speech Datasets?
By Way With Words Team
This article explores how GDPR applies to speech datasets, and the compliance procedures required to ensure responsible and lawful handling of audio information.
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Accessibility Tech: How Speech Data is Critical for Inclusivity
By Way With Words Team
This guide explores the vital role that speech data plays in accessibility tech, from its design principles, to its technical challenges and measurable impacts.
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Clean Speech Data: Whare Are the Risks of Over-training?
By Way With Words Team
Over-training on clean speech data—audio recordings that lack the variability and imperfections found in real-world environments—can result in systems that perform impressively in the lab but fail dramatically in the wil
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Visual AI Models: How Speech Data Enhances Audio-visual Learning
By Way With Words Team
In this article, we explore how speech data can augment visual AI models, why doing so makes sense, how it is done, what challenges arise, and how to evaluate and deploy such systems in real-world settings.
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