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Multi-Task Recommendation on Shopee (offline)

79.1Contextual AUCOneRank
71.799273.694675.5977.4854Jun 15, 2026

Evaluation results

MethodLinks
OneRankEncoder=OneRank (Ours), Params=4.9M, FLOPs=1.0G2026.0679.178.4384.6380.3690.2483.5
NSEEncoder=OneTrans (WWW’26), Params=6.3M, FLOPs=823.2M2026.0677.7377.7283.5979.6189.9182.8
PLEEncoder=OneTrans (WWW’26), Params=6.4M, FLOPs=823.5M2026.0677.777.7583.7179.8289.9683.36
MMoEEncoder=OneTrans (WWW’26), Params=6.1M, FLOPs=822.7M2026.0677.6877.6583.6479.3489.7382.41
ResFlowEncoder=OneTrans (WWW’26), Params=6.3M, FLOPs=823.2M2026.0677.6477.6683.7279.7589.8782.87
PLEEncoder=MTGR (CIKM’25), Params=2.7M, FLOPs=496.0M2026.0677.2377.3783.1879.389.3382.6
NSEEncoder=MTGR (CIKM’25), Params=2.3M, FLOPs=487.0M2026.0677.277.3283.0479.189.2482.4
MMoEEncoder=MTGR (CIKM’25), Params=2.3M, FLOPs=487.0M2026.0677.1877.3783.0479.1589.1482.37
ResFlowEncoder=MTGR (CIKM’25), Params=2.7M, FLOPs=500.1M2026.0677.0377.1782.9479.0189.1982.53
PLEEncoder=DNN (RecSys’16), Params=9.2M, FLOPs=220.6M2026.0676.8877.2182.7779.0688.7281.98
MMoEEncoder=DNN (RecSys’16), Params=8.5M, FLOPs=235.1M2026.0676.8277.2382.4678.9388.8182.23
NSEEncoder=DNN (RecSys’16), Params=6.7M, FLOPs=161.5M2026.0676.6776.9382.4278.6388.5981.81
ResFlowEncoder=DNN (RecSys’16), Params=9.5M, FLOPs=226.7M2026.0676.4976.8882.5278.8688.8682.04
DCMTEncoder=DNN (RecSys’16), Params=9.6M, FLOPs=302.3M2026.0676.4276.6982.0378.1788.2881.25
noMTLEncoder=DNN (RecSys’16), Params=9.5M, FLOPs=226.7M2026.0676.3876.6481.9378.1388.2481.28
DCMTEncoder=OneTrans (WWW’26), Params=6.4M, FLOPs=823.4M2026.0675.7475.9681.4177.4688.6981.49
DCMTEncoder=MTGR (CIKM’25), Params=2.8M, FLOPs=497.7M2026.0672.0872.8278.8875.8386.2979.86