Recommendation on Steam (HR/MRR) benchmark leaderboard · SOTA2 Research

Recommendation on Steam (HR/MRR)

27.59HR@5IKGR

Evaluation Results

Method	Links
IKGR2025.05		27.59	10.95	35.74	17.35	22.12	21.68
HAKG2025.05		26.65	9.6	31.7	12.21	17.71	18.82
KGIN2025.05		26.53	7.83	29.01	16.91	17.39	20.07
CSRec2025.05		24.83	8.47	28.99	13.35	15.62	19.65
KTUP2025.05		24.45	10.6	31.26	16.14	18.09	19.57
LLMRec2025.05		21.74	7.44	32.37	16.94	18.84	18.72
KGCN2025.05		19.66	6.41	32.18	14.96	19.05	15.28
RippleNet2025.05		14.29	3.04	27.35	9.15	11.61	12.94
SimpleX2025.08		0.042	—	0.069	0.0279	0.0366	0.0233
SGL2025.08		0.039	—	0.0611	0.0248	0.0318	0.0201
SimpleX2025.08		0.0382	—	0.0636	0.0234	0.0316	0.0186
NGCF2025.08		0.0374	—	0.062	0.0236	0.0315	0.0191
MultiDAE2025.08		0.0368	—	0.0597	0.0242	0.0316	0.0202
NGCF2025.08		0.0366	—	0.0614	0.0227	0.0307	0.0181
SimpleX2025.08		0.0365	—	0.0619	0.0229	0.0311	0.0185
SGL2025.08		0.0364	—	0.0619	0.0227	0.0309	0.0183
NGCF2025.08		0.0358	—	0.0595	0.0225	0.0301	0.0182
MultiDAE2025.08		0.0354	—	0.0566	0.0225	0.0302	0.0176
SGL2025.08		0.0342	—	0.0576	0.0214	0.029	0.0173
BPR2025.08		0.0329	—	0.0538	0.0217	0.0284	0.0181
NeuMF2025.08		0.0328	—	0.0575	0.0203	0.0282	0.0161
BPR2025.08		0.0327	—	0.0531	0.02	0.0266	0.0159
BPR2025.08		0.0325	—	0.0532	0.0207	0.0273	0.0168
NeuMF2025.08		0.0325	—	0.0544	0.0205	0.0275	0.0165
NeuMF2025.08		0.0322	—	0.0558	0.0205	0.0281	0.0167
MultiDAE2025.08		0.0317	—	0.0554	0.0197	0.0273	0.0158