African content moderators suffer high psychological distress from systemic labor conditions, with former moderators showing lasting impacts and corporate wellness programs proving ineffective.
https://time.com/6247678/openai-chat- gpt-kenya-workers/ (2024)
4 Pith papers cite this work. Polarity classification is still indexing.
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AI data firms view human expertise as an extractable, low-cost resource to feed AI systems while treating institutional expertise as something needing liberation or reform to fit this model.
Closure of the Perspective API exposes structural dependence on a single proprietary toxicity scorer, leaving non-updatable benchmarks and irreproducible results while risking continued reliance on closed LLMs.
Advocates robust inclusion of arts in STEAM education to support holistic AI literacy in K-12 by addressing media representations, anthropomorphism, societal biases, and generative AI impacts.
citing papers explorer
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Beyond Content Exposure: Systemic Factors Driving Moderators' Mental Health Crisis in Africa
African content moderators suffer high psychological distress from systemic labor conditions, with former moderators showing lasting impacts and corporate wellness programs proving ineffective.
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Cheap Expertise: Mapping and Challenging Industry Perspectives in the Expert Data Gig Economy
AI data firms view human expertise as an extractable, low-cost resource to feed AI systems while treating institutional expertise as something needing liberation or reform to fit this model.
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Bye Bye Perspective API: Lessons for Measurement Infrastructure in NLP, CSS and LLM Evaluation
Closure of the Perspective API exposes structural dependence on a single proprietary toxicity scorer, leaving non-updatable benchmarks and irreproducible results while risking continued reliance on closed LLMs.
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Rethinking the A in STEAM: Insights from and for AI Literacy Education
Advocates robust inclusion of arts in STEAM education to support holistic AI literacy in K-12 by addressing media representations, anthropomorphism, societal biases, and generative AI impacts.