#notification-ranking

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fromInfoQ
4 days ago

Instagram Improves Engagement by Reducing Notification Fatigue with New Ranking Framework

Meta has implemented a new machine learning framework for Instagram that applies diversity algorithms to reduce repetitive content while maintaining user engagement. The diversity-aware ranking system addresses overexposure to similar content creators and product types by introducing multiplicative penalties to existing engagement models. The framework tackles two primary problems: excessive messages from the same content creator and overemphasis on single-product surfaces like Stories while neglecting Feed or Reels content.
Software development
Artificial intelligence
fromSocial Media Today
4 weeks ago

Instagram Updates Notification Ranking to Reduce Repetitive Alerts

A diversity-aware notification ranking framework penalizes similarity across content, author, notification type, and product surface to reduce repetitiveness while improving CTR and lowering volume.
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