LiRank: Industrial Large Scale Ranking Models at LinkedIn.
Fedor BorisyukMingzhou ZhouQingquan SongSiyu ZhuBirjodh TiwanaGanesh ParameswaranSiddharth DangiLars HertelQiang Charles XiaoXiaochen HouYunbo OuyangAman GuptaSheallika SinghDan LiuHailing ChengLei LeJonathan HungSathiya KeerthiRuoyan WangFengyu ZhangMohit KothariChen ZhuDaqi SunYun DaiXun LuanSirou ZhuZhiwei WangNeil DaftaryQianqi ShenChengming JiangHaichao WeiManeesh VarshneyAmol GhotingSouvik GhoshPublished in: CoRR (2024)
Keyphrases
- ranking models
- learning to rank
- ranking algorithm
- social networks
- web search
- directly optimize
- ranking functions
- information retrieval
- data mining
- benchmark datasets
- user generated content
- pairwise classification
- learning to rank algorithms
- document retrieval
- loss function
- reinforcement learning
- training data
- metadata