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AI for Social Media and Content Moderation
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== <span style="color: #FFFFFF;">Remembering</span> == * '''Content moderation''' β The practice of monitoring user-generated content on platforms and enforcing community guidelines. * '''Hate speech detection''' β NLP classification of text that attacks groups based on protected characteristics. * '''Misinformation detection''' β Identifying false or misleading information; categorized as misinformation (unintentional) or disinformation (intentional). * '''Spam detection''' β Identifying unsolicited, automated, or low-quality content designed to manipulate platforms. * '''CSAM (Child Sexual Abuse Material)''' β Illegal content exploiting children; detection is mandatory for platforms under US law (NCMEC). * '''PhotoDNA''' β Microsoft's system creating perceptual hashes of known CSAM for fast detection; widely deployed. * '''Deepfake detection''' β Identifying AI-generated synthetic media depicting real people. * '''Coordinated inauthentic behavior (CIB)''' β Networks of fake accounts working together to manipulate platform algorithms. * '''Harmful content taxonomy''' β A structured categorization of policy-violating content types across severity levels. * '''Human review''' β Manual assessment of content by moderators; essential for nuanced cases but causes psychological harm. * '''Appeal mechanism''' β Process allowing users to contest moderation decisions. * '''Transparency report''' β Public disclosure by platforms of moderation actions and statistics. * '''Prevalence''' β The fraction of all content that violates policies; key metric for measuring moderation effectiveness. * '''Over-removal''' β Incorrectly removing legitimate content; particularly concerning for minority communities. * '''Under-removal''' β Failing to remove policy-violating content; allows harm to persist. </div> <div style="background-color: #006400; color: #FFFFFF; padding: 20px; border-radius: 8px; margin-bottom: 15px;">
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