Recommendation on Bookcrossing benchmark leaderboard · SOTA2 Research

Recommendation on Bookcrossing

24.32RecallDisentangling Popularity and Quality

Evaluation Results

Method
Disentangling Popularity and Quality2025.01	24.32	11.28	3.93	61.31	35.1	0.1096
Disentangling Popularity and Quality2025.01	24.23	11.21	3.91	58.84	34.69	-0.0041
Disentangling Popularity and Quality2025.01	24.09	11.3	3.93	67.6	37.96	0.409
Disentangling Popularity and Quality2025.01	22.75	10.6	3.54	65.15	39.54	0.069
r-AdjNorm2025.01	19.64	9.74	3.07	71.66	40.7	0.3278
DPNS2025.01	19.19	9.57	2.94	84.32	62.71	0.6308
APDA2025.01	18.81	9.75	3.16	71.32	37.86	0.3005
LightGCN2025.01	18.62	9.22	2.8	77.07	41.58	0.3173
Reg2025.01	18.51	9.16	2.82	77.14	40.91	0.3195
Our model2025.01	17.11	9.4	3.75	65.49	34.82	0.053
Our model2025.01	17.01	9.43	3.7	70.93	38.06	0.4099
Our model2025.01	16.9	9.34	3.74	66.34	35.3	0.111
Our model2025.01	16.25	8.84	3.37	69.78	38.74	0.0632
r-AdjNorm2025.01	13.42	7.94	2.83	70.13	40.93	0.3198
DPNS2025.01	13.1	7.93	2.72	87.61	62.68	0.6314
APDA2025.01	13.04	8.18	3.02	72.83	37.44	0.2916
LightGCN2025.01	12.69	7.59	2.62	77.83	41.88	0.3167
Reg2025.01	12.35	7.52	2.7	77.13	40.59	0.315
w/o Cost2025.01	10.43	7.49	3.38	69.61	35.29	0.113
Our model (2/3)2025.01	10.38	7.49	3.39	69.09	34.62	0.0511
w/o Edge2025.01	10.17	7.54	3.34	72.04	37.96	0.409
Our model (1/2)2025.01	9.71	6.96	3.01	71.92	37.01	0.069
APDA2025.01	7.92	6.73	2.71	73.24	36.37	0.2896
r-AdjNorm2025.01	7.91	6.44	2.61	68.75	40.12	0.3276
DPNS2025.01	7.87	6.37	2.42	84.75	62.24	0.6222
LightGCN2025.01	7.54	6.15	2.36	75.65	41.21	0.315
Reg2025.01	7.36	6.03	2.39	74.41	39.31	0.3125