Proactive Recommendation on MovieLens 1M benchmark leaderboard · SOTA2 Research

Proactive Recommendation on MovieLens 1M

85.43CTRProRL

Evaluation Results

Method	Links
ProRL2026.05		85.43	0.8422	2.8504	728.18
ProRL2026.05		84.6	0.8422	2.456	649.26
IRN2026.05		83.98	0.4706	1.7277	443.29
LLM-IPP2026.05		83.31	0.6288	2.3693	553.01
ProRL2026.05		80.9	0.8422	2.982	755.83
LLM-IPP2026.05		77.22	0.6288	2.5571	681.9
IRN2026.05		76.12	0.4706	2.2012	76.12
IRN2026.05		68.12	0.4706	1.9027	188.26
LLM-IPP2026.05		61.41	0.6288	2.468	662.52
Bert4Rec2026.05		61.12	0.3889	2.1632	50.18
LightSANs2026.05		57.71	0.3957	2.1908	67.18
FEARec2026.05		55.85	0.3964	2.2509	83.9
Bert4Rec2026.05		55.22	0.3889	1.3402	56.03
LightSANs2026.05		52.11	0.3957	1.6092	85.7
FEARec2026.05		51.59	0.3964	1.877	139.85
GRU4Rec2026.05		51.43	0.3717	1.6345	77.08
T-PRA2026.05		51.28	0.3415	2.6012	712.21
T-PRA2026.05		48.89	0.3415	2.4867	355.16
T-PRA2026.05		47.62	0.3415	2.3167	210.24
IPG2026.05		44.63	0.3725	2.2537	169.28
ITMPRec2026.05		44.52	0.3714	2.2719	163.8
BERT4Rec2026.05		44.32	0.3889	1.2425	73.62
ITMPRec2026.05		44.25	0.3714	2.3068	104.35
IPG2026.05		42.76	0.3725	2.2409	96.24
GRU4Rec2026.05		41.36	0.3717	1.5489	102.42
FEARec2026.05		41.26	0.3964	1.7654	153.61
IPG2026.05		34.17	0.3725	2.1786	182.28
ITMPRec2026.05		33.23	0.3714	2.2083	187.68