Sequential Recommendation on Sports (HR@K and NDCG@K for K=5, 10, 20)

7.04HR@10WPGRec

Evaluation Results

Method
WPGRec2026.04	7.04	—	9.91	—	4.01	4.39
DGRec2026.04	6.43	—	8.95	—	3.69	4.2
TV-Rec2025.10	6.35	4.31	8.8	2.98	3.63	4.25
TGSRec2026.04	6.34	—	8.79	—	3.54	4.21
BSARec2025.10	6.23	4.22	8.65	2.96	3.61	4.22
TV-Rec2025.10	6.1	4.2	8.63	2.9	3.51	4.15
BSARec2025.10	6	4.17	8.44	2.88	3.49	4.11
BSARec2026.04	5.88	—	8.35	—	3.35	3.95
FEARec2026.04	5.84	—	8.22	—	3.31	3.87
DuoRec2025.10	5.49	3.9	7.79	2.76	3.28	3.85
AdaMCT2025.10	5.44	3.86	7.69	2.72	3.22	3.79
UFRec2026.05	5.43	—	—	—	2.57	—
WaveRec2026.04	5.29	—	8.84	—	3.62	4.05
MVCrec2026.04	5.23	3.52	7.6	2.38	2.93	3.52
FENRec2026.05	5.11	—	—	—	2.44	—
LRURec2025.10	5.02	3.51	6.98	2.42	2.91	3.4
ReAd2026.04	4.96	3.31	7.26	2.21	2.74	3.32
RaSeRec2026.04	4.87	3.15	7.11	1.96	2.51	3.08
MCLRec2026.04	4.86	3.22	7.2	2.04	2.6	3.11
ICSRec2026.05	4.82	—	—	—	2.41	—
DCrec2026.04	4.81	3.33	6.83	2.31	2.78	3.29
ICSRec2026.04	4.79	3.16	7.12	2.02	2.45	3.01
DuoRec2026.04	4.71	3.1	6.92	1.93	2.45	3
DuoRec2026.05	4.71	—	—	—	2.4	—
NextItNet2025.10	4.58	3.11	6.82	2.12	2.6	3.16
BERT4Rec2025.10	4.34	2.79	6.58	1.82	2.32	2.88
SGL2026.04	4.32	—	6.07	—	2.17	3.12
ICLRec2026.04	4.29	2.91	6.39	1.81	2.38	2.86
ICLRec2026.05	4.29	—	—	—	2.38	—
MCLrec2026.04	4.28	2.81	6.62	1.91	2.39	2.97
CoSeRec2026.04	4.26	2.85	6.36	1.79	2.31	2.75
LLM-ESR2026.05	4.26	—	—	—	2.28	—
CoSeRec2026.05	4.26	—	—	—	2.31	—
BERT4Rec2026.04	4.12	—	6.38	—	2.25	2.87
CL4rec2026.04	4.03	2.58	6.07	1.71	2.18	2.69
TTA2026.04	3.98	2.39	6.37	1.68	2.14	2.66
LRD2026.05	3.97	—	—	—	2.1	—
CL4SRec2026.04	3.82	2.56	5.53	1.5	2.17	2.44
CL4SRec2026.05	3.82	—	—	—	2.17	—
SASRec2026.04	3.69	2.42	5.5	1.58	1.99	2.45
FMLPRec2025.10	3.58	2.22	5.49	1.48	1.91	2.39
BERT4Rec2026.04	3.51	2.22	5.27	1.47	1.89	2.33
ReAd2026.04	3.48	2.32	5.67	1.6	1.97	2.36
S3-Rec2026.04	3.36	2.2	5.1	1.47	1.85	2.29
S3-Rec2026.05	3.36	—	—	—	1.85	—
SRGNN2026.04	3.3	2.14	5.08	1.44	1.81	2.26
SASRec2026.04	3.26	2.16	4.79	1.48	1.84	2.22
SASRec2026.05	3.26	—	—	—	1.84	—
SASRec2025.10	3.19	2.15	4.85	1.42	1.75	2.17
LightGCN2026.04	2.89	1.71	4.71	1.07	1.46	1.91
MCLSR2026.04	2.87	1.86	4.44	1.23	1.55	1.95
BERT4Rec2026.04	2.81	1.7	4.44	1.09	1.44	1.85
BERT4Rec2026.05	2.81	—	—	—	1.42	—
Caser2026.05	2.61	—	—	—	1.38	—
BPRMF2026.04	2.55	1.44	4.14	0.92	1.27	1.68
GRU4Rec2025.10	2.11	1.31	3.47	0.84	1.1	1.44
GRU4rec2026.04	1.82	1.13	3.17	0.73	0.95	1.29
GRU4Rec2026.04	1.78	1.07	2.79	0.68	0.91	1.16
GRU4Rec2026.05	1.78	—	—	—	0.91	—
Caser2025.10	1.47	0.91	2.53	0.64	0.82	1.09
Caser2026.04	0.92	0.6	1.38	0.43	0.53	0.65
BERT4Rec2026.05	—	—	4.44	—	—	1.85
Caser2026.05	—	—	3.52	—	—	1.68
CL4SRec2026.05	—	—	5.53	—	—	2.44
CoSeRec2026.05	—	—	6.36	—	—	2.75
DuoRec2026.05	—	—	6.92	—	—	2.9
FENRec2026.05	—	—	7.35	—	—	3
GRU4Rec2026.05	—	—	2.79	—	—	1.16
ICLRec2026.05	—	—	6.39	—	—	2.82
ICSRec2026.05	—	—	7.12	—	—	2.94
LLM-ESR2026.05	—	—	6.46	—	—	2.79
LRD2026.05	—	—	6.05	—	—	2.61
S3-Rec2026.05	—	—	5.1	—	—	2.29
SASRec2026.05	—	—	4.78	—	—	2.22
UFRec2026.05	—	—	7.98	—	—	3.21