Rather than focusing on SOTA, it's important to try various models optimized for the service using feedback from A/B testing. Overall, Collaborative Filtering like embedding-based approaches are outdated, with modern systems mainly focusing on Multi-stage recommendation with Candidate Generation and Ranking Model.
