Recommendation on Amazon Health benchmark leaderboard · SOTA2 Research

Recommendation on Amazon Health

66.2Recallw/o Edge

Evaluation Results

Method	Links
w/o Edge2025.01		66.2	24.46	7.9	23.9	37.96	44.5
w/o Cost2025.01		63.82	23.02	7.15	15.48	24.34	30.86
r-AdjNorm2025.01		63.12	23.72	7.24	28.74	40.83	39.93
APDA2025.01		63.02	23.81	7.34	22.43	42.26	42.07
LightGCN2025.01		62.84	23.56	7.15	28.32	41.31	40.88
Reg2025.01		62.46	23.38	7.05	29.21	40.76	39.95
Our model2/32025.01		61.82	23.16	7.64	11.99	20.01	24.27
DPNS2025.01		60.71	23.22	7.21	89.23	57.4	56.86
Our model1/22025.01		60.17	22.97	7.55	16.62	20.76	27.03
Disentangling Popularity and Quality2025.01		39.44	18.85	7.44	52.21	37.46	44.12
r-AdjNorm2025.01		37.73	18.25	6.77	54.35	41.44	40.16
Disentangling Popularity and Quality2025.01		37.43	18.08	7.26	37.32	20.05	24.47
APDA2025.01		37.41	18.33	6.93	53.1	41.13	41.49
LightGCN2025.01		37.32	18.09	6.72	55.27	40.33	40.05
DPNS2025.01		37.21	18.2	6.82	87.88	53	52.47
Reg2025.01		36.97	17.88	6.59	56.55	42.55	40.66
Disentangling Popularity and Quality2025.01		36.76	17.28	6.63	42.86	27.16	34.27
Disentangling Popularity and Quality2025.01		36.22	17.92	7.02	42.38	21.04	28.52
Our model2025.01		28.09	15.88	7.02	69.89	37.96	44.5
Our model2025.01		26.79	15.41	6.95	54.02	19.95	24.1
APDA2025.01		26.69	15.45	6.52	69.13	41.13	41.49
r-AdjNorm2025.01		26.47	15.25	6.35	66.64	40.83	39.93
LightGCN2025.01		26.05	14.93	6.19	74.78	45.17	41.98
Reg2025.01		26.01	14.96	6.2	72.54	44.42	41.57
Our model2025.01		25.98	14.43	6.24	62.19	30	36.71
Our model2025.01		25.9	15.14	6.69	60.59	22.5	29.22
DPNS2025.01		25.83	15.1	6.34	87.13	52.69	51.74
w/o Edge2025.01		17.98	12.7	6.33	80.64	37.96	44.5
Our model (2/3)2025.01		17.81	12.46	6.24	68.49	20.01	24.27
Our model (1/2)2025.01		17.36	12.39	6.18	70.14	20.76	27.3
w/o Cost2025.01		16.49	11.43	5.62	73.24	30.12	36.92
APDA2025.01		16.44	12.12	5.75	82.71	41.16	41.44
LightGCN2025.01		15.97	11.76	5.53	82.52	41.88	40.95
DPNS2025.01		15.96	11.99	5.71	92	51.79	50.76
Reg2025.01		15.95	11.7	5.47	83.57	44.42	41.54
r-AdjNorm2025.01		15.9	11.83	5.59	77.49	40.83	39.93