ResearchBenchmarksLive-streaming Recommendation on Kuaishou Live-streaming Scenario #1Follow3.231Click CountQARM V20.50621.21361.9212.6284Feb 9, 2026Evaluation ResultsMethodMethodLinksClick CountWatch TimeWatch CountGift CountLike CountComment CountFollow CountQARM V2Item Group=Cold-startItem Group=Cold-start2026.023.2312.9611.6091.807———QARM V2Item Group=OthersItem Group=Others2026.020.6110.7530.4892.9173.2151.1841.158