notesum.ai

Published at November 27

Break the ID-Language Barrier: An Adaption Framework for Sequential Recommendation

cs.IR

cs.LG

Released Date: November 27, 2024

Authors: Xiaohan Yu¹, Li Zhang², Xin Zhao¹, Yue Wang¹

Aff.: ¹Huawei, Beijing, China; ²Institute of Finance Technology, UCL, United Kingdom; Civil, Environmental and Geomatic Engineering, UCL, United Kingdom

Arxiv: http://arxiv.org/abs/2411.18262v1

Models	Clothing				Musical				ML-1M
Models	HR@5	HR@10	N@5	N@10	HR@5	HR@10	N@5	N@10	HR@5	HR@10	N@5	N@10
FPMC	0.0163	0.0232	0.0089	0.0112	0.0055	0.0168	0.0023	0.0060	0.0084	0.0197	0.0033	0.0080
BPRMF	0.0093	0.0365	0.0036	0.0124	0.0105	0.0336	0.0041	0.0117	0.0061	0.0182	0.0032	0.0071
Caser	0.0417	0.0456	0.0365	0.0377	0.0480	0.0567	0.0394	0.0422	0.0861	0.1546	0.0514	0.0733
GRU4Rec	0.0455	0.0517	0.0296	0.0317	0.0514	0.0656	0.0397	0.0442	0.0465	0.0882	0.0277	0.0411
SASRec	0.0301	0.0436	0.0188	0.0233	0.0417	0.0530	0.0322	0.0355	0.0874	0.1596	0.0503	0.0734
ComiRec	0.0564	0.0640	0.0301	0.0326	0.0606	0.0752	0.0375	0.0422	0.0727	0.1546	0.0377	0.0638
Bert4Rec	0.0248	0.0371	0.0155	0.0195	0.0338	0.0442	0.0197	0.0224	0.1016	0.1702	0.0638	0.0868
S³-Rec	0.0133	0.0174	0.0075	0.0088	0.0402	0.0516	0.0311	0.0347	0.0253	0.0400	0.0176	0.0223
P5	0.0290	0.0344	0.0252	0.0207	0.0214	0.0349	0.0132	0.0175	0.0267	0.0331	0.0240	0.0260
TwinBert	0.0310	0.0494	0.0188	0.0247	0.0446	0.0512	0.0390	0.0411	0.0660	0.1242	0.0384	0.0570
GPT4Rec	0.0305	0.0350	0.0264	0.0278	0.0125	0.0220	0.0071	0.0102	0.0050	0.0080	0.0022	0.0032
IDLE-Adapter	0.0656	0.0687	0.0542	0.0552	0.0679	0.0838	0.0580	0.0631	0.1321	0.2056	0.0880	0.1116
Improv.(%)	14.02%	7.34%	48.49%	46.42%	12.05%	11.44%	46.09%	42.76%	20.79%	37.93%	20.79%	28.57%