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ResearchFormerly WizWand

Proactive Recommendation on MovieLens 1M

85.43CTRProRL
31.14245.23659.3373.424May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ProRLEvaluator=SASRec2026.0585.430.84222.8504728.18
ProRLEvaluator=GRU4Rec2026.0584.60.84222.456649.26
IRNEvaluator=SASRec2026.0583.980.47061.7277443.29
LLM-IPPEvaluator=GRU4Rec2026.0583.310.62882.3693553.01
ProRLEvaluator=LightSANs2026.0580.90.84222.982755.83
LLM-IPPEvaluator=LightSANs2026.0577.220.62882.5571681.9
IRNEvaluator=GRU4Rec2026.0576.120.47062.201276.12
IRNEvaluator=LightSANs2026.0568.120.47061.9027188.26
LLM-IPPEvaluator=SASRec2026.0561.410.62882.468662.52
Bert4RecEvaluator=GRU4Rec2026.0561.120.38892.163250.18
LightSANsEvaluator=GRU4Rec2026.0557.710.39572.190867.18
FEARecEvaluator=GRU4Rec2026.0555.850.39642.250983.9
Bert4RecEvaluator=SASRec2026.0555.220.38891.340256.03
LightSANsEvaluator=SASRec2026.0552.110.39571.609285.7
FEARecEvaluator=SASRec2026.0551.590.39641.877139.85
GRU4RecEvaluator=SASRec2026.0551.430.37171.634577.08
T-PRAEvaluator=LightSANs2026.0551.280.34152.6012712.21
T-PRAEvaluator=SASRec2026.0548.890.34152.4867355.16
T-PRAEvaluator=GRU4Rec2026.0547.620.34152.3167210.24
IPGEvaluator=SASRec2026.0544.630.37252.2537169.28
ITMPRecEvaluator=SASRec2026.0544.520.37142.2719163.8
BERT4RecEvaluator=LightSANs2026.0544.320.38891.242573.62
ITMPRecEvaluator=GRU4Rec2026.0544.250.37142.3068104.35
IPGEvaluator=GRU4Rec2026.0542.760.37252.240996.24
GRU4RecEvaluator=LightSANs2026.0541.360.37171.5489102.42
FEARecEvaluator=LightSANs2026.0541.260.39641.7654153.61
IPGEvaluator=LightSANs2026.0534.170.37252.1786182.28
ITMPRecEvaluator=LightSANs2026.0533.230.37142.2083187.68