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Browse practical insights on transcription, captioning, and speech data — with the newest posts first.

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Multilingual Speaker Recording: Best Practices and Challenges featured image

Multilingual Speaker Recording: Best Practices and Challenges

By Way With Words Team

What’s the Best Way to Record Multilingual Speakers? Considerations & Challenges of Building a Bilingual Speech Dataset Capturing high-quality multilingual...

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Underrepresented Languages in AI: Consequences for Speech Technology featured image

Underrepresented Languages in AI: Consequences for Speech Technology

By Way With Words Team

Underrepresented languages in AI are not rare curiosities—they are part of the living, breathing soundscape of our world.

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Phonetic Shift Documentation: 5 Key Areas in Evolving Dialects featured image

Phonetic Shift Documentation: 5 Key Areas in Evolving Dialects

By Way With Words Team

Phonetic shift documentation is the study and recording of how sounds in a language or dialect change over time.

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What is the Impact of Regional Slang in Speech Model Accuracy? featured image

What is the Impact of Regional Slang in Speech Model Accuracy?

By Way With Words Team

What is the Impact of Regional Slang in Speech Model Accuracy? The Relationship Between Regional Slang and Speech Model Performance Speech recognition syst...

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How Can Community Engagement Help Collect Localised Speech Data? featured image

How Can Community Engagement Help Collect Localised Speech Data?

By Way With Words Team

Community engagement is no longer just a nice-to-have in the collection of localised speech data—it’s a necessity.

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Native Speaker Speech Data: Co-Creating the Future of Voice Data featured image

Native Speaker Speech Data: Co-Creating the Future of Voice Data

By Way With Words Team

If your goal is to build realistic and culturally attuned voice systems, relying on native speaker speech data is not just best practice—it’s non-negotiable.

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How to Expertly Gather Multilingual Speech Data at Scale featured image

How to Expertly Gather Multilingual Speech Data at Scale

By Way With Words Team

How Do You Gather Multilingual Speech Data at Scale? How are Scalable Voice Datasets Created and Refined? The role of multilingual speech data has never be...

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Speech Data in Africa: Challenges and Emerging Opportunities featured image

Speech Data in Africa: Challenges and Emerging Opportunities

By Way With Words Team

In this article, we explore the major challenges, and the emerging opportunities, of collecting speech data in Africa.

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Why Is Dialectal Variation Critical for Speech Recognition? featured image

Why Is Dialectal Variation Critical for Speech Recognition?

By Way With Words Team

Why Is Dialectal Variation Critical for Speech Recognition? Speech Differences Between Languages and Also Within Them Speech recognition has advanced rapid...

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How Do You Collect Speech Data in Low-Resource Languages? featured image

How Do You Collect Speech Data in Low-Resource Languages?

By Way With Words Team

Collecting speech data in low-resource languages is not just a technical challenge; it is a cultural, ethical, and infrastructural endeavour.

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Improve Speech Data Anomaly Detection in Collected Samples featured image

Improve Speech Data Anomaly Detection in Collected Samples

By Way With Words Team

This article explores five key areas of speech data anomaly detection essential to ensure dataset reliability, consistency, and usability

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Why Is Timestamp Alignment Important in Speech Data? featured image

Why Is Timestamp Alignment Important in Speech Data?

By Way With Words Team

Timestamp alignment is more than a technical afterthought—it is a cornerstone of how speech is processed, understood, and applied in modern systems.

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