The authors provide a detailed taxonomy of 21 risks associated with language models, covering discrimination, information leaks, misinformation, malicious applications, interaction harms, and societal impacts like job loss and environmental costs.
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Ideological discrepancy between publishers and news content on Facebook is associated with nonlinear declines in audience consensus at extremes of alignment and mismatch, plus higher toxicity under mismatch, during a Brazilian election.
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Ethical and social risks of harm from Language Models
The authors provide a detailed taxonomy of 21 risks associated with language models, covering discrimination, information leaks, misinformation, malicious applications, interaction harms, and societal impacts like job loss and environmental costs.
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Ideological discrepancy between publishers and news content is linked with audience engagement and consensus on Facebook
Ideological discrepancy between publishers and news content on Facebook is associated with nonlinear declines in audience consensus at extremes of alignment and mismatch, plus higher toxicity under mismatch, during a Brazilian election.