Sequential Recommendation on Movielens 1M (AUC, HR@3, NG@3)
77.32AUCHaNoRec
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HaNoRecCategory=MLLM-based2025.11 | 77.32 | 75.99 | 54.03 | |
| MLLM-MSRYear=AAAI’25, Category=MLLM-based2025.11 | 74.97 | 71.23 | 50.31 | |
| LLaRAYear=SIGIR‘24, Category=LLM-based2025.11 | 73.92 | 67.05 | 49 | |
| SPRecYear=WWW’25, Category=LLM-based2025.11 | 73.8 | 68.56 | 49.32 | |
| MSRBenchYear=WWW’25, Category=MLLM-based2025.11 | 73.12 | 68.46 | 49.13 | |
| TallRecYear=Recsys’23, Category=LLM-based2025.11 | 73.03 | 66.06 | 48.15 | |
| CL4SRecYear=ICDE’22, Category=Traditional2025.11 | 72.4 | 65.56 | 48.04 | |
| RecDCLYear=KDD’24, Category=Traditional2025.11 | 72.23 | 64.74 | 47.52 | |
| AB-RecYear=KDD’25, Category=Traditional, Multimodal=true2025.11 | 71.88 | 65.09 | 47.72 | |
| LATTICEYear=MM’21, Category=Traditional, Multimodal=true2025.11 | 71.64 | 64.24 | 46.72 | |
| SASRecYear=ICDM’18, Category=Traditional2025.11 | 71.31 | 64.67 | 47.8 | |
| LightGCNYear=SIGIR’20, Category=Traditional2025.11 | 70.25 | 63.08 | 47.1 | |
| GRU4RecYear=ICLR’16, Category=Traditional2025.11 | 69.42 | 63.74 | 46.56 | |
| MoRecYear=SIGIR’23, Category=Traditional, Multimodal=true2025.11 | 68.24 | 61.59 | 45.36 |