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ResearchFormerly WizWand

Proactive Recommendation on Amazon-Book (CTR, Coherence, IoI, IoR)

89.12CTRProRL

Evaluation results

Method	Links
ProRL2026.05		89.12	67.75	2.8851	1,286.74
ProRL2026.05		88.32	67.75	1.765	1,001.27
ProRL2026.05		85.68	67.75	2.9812	1,383.41
T-PRA2026.05		61.72	44.18	1.0762	207.89
LLM-IPP2026.05		60.12	51.32	0.7921	239.78
Bert4Rec2026.05		59.21	55.91	0.5643	82.85
LightSANs2026.05		58.17	59.34	0.5815	124.93
LLM-IPP2026.05		57.14	51.32	1.6651	429.32
BERT4Rec2026.05		56.62	55.91	0.1623	113.93
FEARec2026.05		56.59	60.2	0.6102	140.87
Bert4Rec2026.05		56.53	55.91	0.1042	79.34
LLM-IPP2026.05		56.51	51.32	1.5765	430.93
ITMPRec2026.05		56.48	55.4	0.6733	165.25
LightSANs2026.05		56.26	59.34	0.2105	148.92
IPG2026.05		55.7	55.31	0.6524	158.01
GRU4Rec2026.05		55.44	58.38	0.0926	83.76
FEARec2026.05		55.36	60.2	0.3671	211.36
IRN2026.05		55.29	54.77	0.6637	82.36
GRU4Rec2026.05		55.27	58.38	0.1417	119.23
T-PRA2026.05		55.21	44.18	1.7261	476.93
FEARec2026.05		54.89	60.2	0.5008	227.05
ITMPRec2026.05		54.27	55.4	0.5585	239.98
IPG2026.05		54.01	55.31	0.5428	255.12
IRN2026.05		53.34	54.77	0.1913	131.6
ITMPRec2026.05		50.18	55.4	1.098	472.5
IPG2026.05		50.15	55.31	1.1067	469.68
T-PRA2026.05		50.12	44.18	1.7812	502.98
IRN2026.05		49.94	54.77	0.3111	170.73