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AI for Social Media and Content Moderation
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== <span style="color: #FFFFFF;">Creating</span> == Designing a content moderation pipeline: (1) **Risk tier**: classify content types by severity: CSAM/terrorism (immediate removal) β hate speech/harassment (review queue) β spam (deprioritize). (2) **Hash matching**: PhotoDNA-style perceptual hashing for known illegal content β mandatory for CSAM. (3) **ML classifiers**: fine-tuned multilingual models (XLM-RoBERTa) for hate speech, multilingual content. (4) **Confidence routing**: high-confidence violations β auto-action; borderline β human review queue; low-risk β allow. (5) **Human review**: ergonomic review tools, mandatory psychological support, content shields (blurring graphic material). (6) **Appeals**: clear, timely appeals process with human review. (7) **Transparency**: quarterly transparency report disclosing removal volumes, error rates, and appeals outcomes. [[Category:Artificial Intelligence]] [[Category:Social Media]] [[Category:Content Moderation]] </div>
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