Next-POI Recommendation on NYC (test) benchmark leaderboard · SOTA2 Research

Next-POI Recommendation on NYC (test)

65.38Recall@5AWARE

Evaluation Results

Method	Links
AWARE2026.05		65.38	71.73	74.36	54.83	56.89	57.59	—
GeoGR-4B2026.02		64.07	68.9	73.31	54.34	55.95	57.1	—
OneLoc2026.02		61.07	65.63	69.77	53.55	55.04	56.08	—
ROSfull2026.05		61.07	65.63	69.77	53.55	55.04	56.08	—
ROS2026.05		57.91	61.92	64.2	50.32	51.63	52.22	—
CaST-POI2026.02		55.36	63.85	—	43.58	46.21	—	40.48
GNPR-SID2026.02		53.11	59.42	64.55	44.3	46.34	47.66	—
GNPR-SID2026.05		53.11	59.42	64.55	44.3	46.34	47.66	—
CoMaPOI2026.02		51.62	59.01	—	40.42	42.82	—	37.67
TIGER2026.02		49.65	55.14	60.01	41.31	42.76	44.43	—
TIGER2026.05		49.65	55.14	60.01	41.31	42.76	44.43	—
MTNet2026.02		47.57	53.24	—	35.85	37.69	—	33.4
LLM4POI2026.02		44.64	46.66	—	37.49	38.16	—	35.9
Rotan2026.02		44.48	52.23	58.34	34.71	37.23	38.78	—
ROTAN2026.05		44.48	52.23	58.34	34.71	37.23	38.78	—
GETNext2026.02		43.6	51.3	—	32.56	35.13	—	30.97
CrossDR2026.02		40.8	47.2	—	30.67	32.59	—	28.66
TiCoSeRec2026.02		40.69	48.08	—	29.65	32.04	—	27.54
SASRec2026.02		40.38	48.28	—	28.98	31.26	—	27.01
BERT4Rec2026.02		39.6	46.7	—	29.03	30.94	—	27.11
MAERec2026.02		37.65	44.53	—	27.72	29.85	—	26.1
DiffuRec2026.02		37.25	40.79	—	29.16	30.23	—	27.74
TPG2026.02		35.51	44.41	51.21	24.64	27.55	29.27	—
TPG2026.05		35.51	44.41	51.21	24.64	27.55	29.27	—
DuoRec2026.02		34.72	40.69	—	24.54	26.34	—	22.76
POIGDE2026.02		34.11	38.36	—	26.64	27.97	—	25.4
SASRec2026.02		31.51	38.96	45.06	22.24	24.67	26.22	—
SASRec2026.05		31.51	38.96	45.06	22.24	24.67	26.22	—
S3-Rec2026.02		30.71	38.54	45.03	22.35	24.89	26.54	—
S3-Rec2026.05		30.71	38.54	45.03	22.35	24.89	26.54	—
Caser2026.02		28.83	35.7	41.35	20.44	22.67	24.1	—
Caser2026.05		28.83	35.7	41.35	20.44	22.67	24.1	—
BERT4Rec2026.02		28.57	35.64	41.3	20.74	23.04	24.48	—
BERT4Rec2026.05		28.57	35.64	41.3	20.74	23.04	24.48	—
GRU4Rec2026.02		19.77	24.6	28.89	14.42	15.99	17.08	—
GRU4Rec2026.05		19.77	24.6	28.89	14.42	15.99	17.08	—