Sequential Recommendation on Amazon Instruments 5-core (leave-last-out)
6.23HR@5DeepInterestGR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DeepInterestGRModel Category=Generative & LLM-based Models2026.03 | 6.23 | 9.72 | 3.94 | 5.13 | |
| MiniOneRecModel Category=Generative & LLM-based Models2026.03 | 5.76 | 9.08 | 3.59 | 4.7 | |
| S-DPOModel Category=Generative & LLM-based Models2026.03 | 5.37 | 8.52 | 3.34 | 4.4 | |
| HSTUModel Category=Generative & LLM-based Models2026.03 | 5.32 | 8.45 | 3.35 | 4.38 | |
| BIGRecModel Category=Generative & LLM-based Models2026.03 | 4.87 | 7.79 | 3.02 | 3.99 | |
| LC-RecModel Category=Generative & LLM-based Models2026.03 | 4.78 | 7.65 | 2.95 | 3.9 | |
| D3Model Category=Generative & LLM-based Models2026.03 | 4.56 | 7.32 | 2.82 | 3.74 | |
| TIGERModel Category=Generative & LLM-based Models2026.03 | 4.45 | 7.12 | 2.73 | 3.62 | |
| S3-RecModel Category=Transformer-based Models2026.03 | 4.07 | 6.56 | 2.47 | 3.3 | |
| FDSAModel Category=Transformer-based Models2026.03 | 3.94 | 6.36 | 2.39 | 3.2 | |
| BERT4RecModel Category=Transformer-based Models2026.03 | 3.85 | 6.21 | 2.33 | 3.12 | |
| SASRecModel Category=Transformer-based Models2026.03 | 3.61 | 5.83 | 2.18 | 2.92 | |
| HGNModel Category=Traditional Sequential Models2026.03 | 3.02 | 4.95 | 1.83 | 2.46 | |
| GRU4RecModel Category=Traditional Sequential Models2026.03 | 2.85 | 4.67 | 1.72 | 2.31 | |
| CaserModel Category=Traditional Sequential Models2026.03 | 2.61 | 4.32 | 1.56 | 2.12 |