YouTube's Safety Features Lost In Translation

Daniël Hans Marinus Jurg; Salvatore Romano; Raziye Buse Çetin; Bernhard Rieder

YouTube's Safety Features Lost In Translation

Daniël Hans Marinus Jurg, Salvatore Romano, Raziye Buse Çetin, Bernhard Rieder

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YouTube introduced safety features like Topical Context Information Panels (TCIPs) and Information Panels Providing Publisher Context (IPPPCs) to combat misinformation. Our comprehensive analysis of all 83 languages supported by YouTube reveals significant disparities in implementation.

Key findings:

Only English receives all 16 safety panels we tested

French, German, and Spanish get most features but lack fact-checker labels

African and Southeast Asian languages largely excluded from protections

Even within EU single market, funding labels appear inconsistently. Euronews is labeled in some countries but not in Denmark, Greece, Finland, Norway, Portugal

To make Youtube accountable in real time, we built a dashboard that check the availability of the panels and display them with interactive graphs. Check it at www.ytpanelmonitor.com.

This creates a two-tiered system where safety information access depends on language settings, potentially violating EU digital equality obligations and raising serious platform accountability concerns.

Originele taal-2	English
Mijlpalentype toekennen	This report reveals that YouTube inconsistently applies safety panels across its 83 languages, leaving non-Western and minority language users with fewer tools to combat misinformation.
Outputmedia	Web
Uitgever	AI Forensics
Aantal pagina's	26
Status	Published - 7 aug. 2025

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abstract = "YouTube introduced safety features like Topical Context Information Panels (TCIPs) and Information Panels Providing Publisher Context (IPPPCs) to combat misinformation. Our comprehensive analysis of all 83 languages supported by YouTube reveals significant disparities in implementation. Key findings: Only English receives all 16 safety panels we tested French, German, and Spanish get most features but lack fact-checker labels African and Southeast Asian languages largely excluded from protections Even within EU single market, funding labels appear inconsistently. Euronews is labeled in some countries but not in Denmark, Greece, Finland, Norway, Portugal To make Youtube accountable in real time, we built a dashboard that check the availability of the panels and display them with interactive graphs. Check it at www.ytpanelmonitor.com. This creates a two-tiered system where safety information access depends on language settings, potentially violating EU digital equality obligations and raising serious platform accountability concerns.",

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YouTube's Safety Features Lost In Translation. / Jurg, Daniël Hans Marinus; Romano, Salvatore; Çetin, Raziye Buse et al.
26 blz. AI Forensics. 2025, This report reveals that YouTube inconsistently applies safety panels across its 83 languages, leaving non-Western and minority language users with fewer tools to combat misinformation..

Onderzoeksoutput: Other contribution

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T1 - YouTube's Safety Features Lost In Translation

AU - Jurg, Daniël Hans Marinus

AU - Romano, Salvatore

AU - Çetin, Raziye Buse

AU - Rieder, Bernhard

PY - 2025/8/7

Y1 - 2025/8/7

N2 - YouTube introduced safety features like Topical Context Information Panels (TCIPs) and Information Panels Providing Publisher Context (IPPPCs) to combat misinformation. Our comprehensive analysis of all 83 languages supported by YouTube reveals significant disparities in implementation. Key findings: Only English receives all 16 safety panels we tested French, German, and Spanish get most features but lack fact-checker labels African and Southeast Asian languages largely excluded from protections Even within EU single market, funding labels appear inconsistently. Euronews is labeled in some countries but not in Denmark, Greece, Finland, Norway, Portugal To make Youtube accountable in real time, we built a dashboard that check the availability of the panels and display them with interactive graphs. Check it at www.ytpanelmonitor.com. This creates a two-tiered system where safety information access depends on language settings, potentially violating EU digital equality obligations and raising serious platform accountability concerns.

AB - YouTube introduced safety features like Topical Context Information Panels (TCIPs) and Information Panels Providing Publisher Context (IPPPCs) to combat misinformation. Our comprehensive analysis of all 83 languages supported by YouTube reveals significant disparities in implementation. Key findings: Only English receives all 16 safety panels we tested French, German, and Spanish get most features but lack fact-checker labels African and Southeast Asian languages largely excluded from protections Even within EU single market, funding labels appear inconsistently. Euronews is labeled in some countries but not in Denmark, Greece, Finland, Norway, Portugal To make Youtube accountable in real time, we built a dashboard that check the availability of the panels and display them with interactive graphs. Check it at www.ytpanelmonitor.com. This creates a two-tiered system where safety information access depends on language settings, potentially violating EU digital equality obligations and raising serious platform accountability concerns.

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YouTube's Safety Features Lost In Translation

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