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Instead of rebuilding the entire recommendation stack from scratch, LIGE-GR generalizes the existing pointwise recommendation system into a listwise generation system, which allows mature recommender systems to benefit from listwise optimization while preserving compatibility with existing models, value functions, and serving infrastructure.
OneShot redefines retrieval efficiency by achieving a 20% recall gain while enhancing user engagement metrics in Instagram's recommendation system.
