Sequential Recommendation on Amazon Instruments Reviews 2023
1.93Hit@5PESO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PESOBackbone=Llama-3.2 1B, Hyperparameter lambda=2.02025.10 | 1.93 | 2.68 | 1.38 | 1.62 | |
| SUMLORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=true, Hyperparameter lambda=2.02025.10 | 1.85 | 2.55 | 1.3 | 1.52 | |
| SD-LORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=true, Hyperparameter lambda=2.02025.10 | 1.84 | 2.54 | 1.28 | 1.5 | |
| SUMLORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=true, Hyperparameter lambda=2.02025.10 | 1.82 | 2.6 | 1.29 | 1.54 | |
| SINGLE EVOLVING LORABackbone=Llama-3.2 1B, Hyperparameter lambda=2.02025.10 | 1.81 | 2.53 | 1.27 | 1.5 | |
| SD-LORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=true, Hyperparameter lambda=2.02025.10 | 1.76 | 2.38 | 1.24 | 1.44 | |
| PRETRAINBackbone=Llama-3.2 1B, Hyperparameter lambda=2.02025.10 | 1.66 | 2.16 | 1.15 | 1.31 | |
| INFLORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=false, Hyperparameter lambda=2.02025.10 | 1.56 | 2.14 | 1.05 | 1.24 | |
| SD-LORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=false, Hyperparameter lambda=2.02025.10 | 1.56 | 2.26 | 1.07 | 1.29 | |
| SD-LORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=false, Hyperparameter lambda=2.02025.10 | 1.56 | 2.18 | 1.02 | 1.23 | |
| INFLORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=true, Hyperparameter lambda=2.02025.10 | 1.49 | 2.19 | 1.04 | 1.26 | |
| SUMLORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=false, Hyperparameter lambda=2.02025.10 | 1.43 | 2.21 | 0.99 | 1.24 | |
| INFLORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=true, Hyperparameter lambda=2.02025.10 | 1.37 | 2.02 | 0.95 | 1.16 | |
| SUMLORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=false, Hyperparameter lambda=2.02025.10 | 1.34 | 2.15 | 0.93 | 1.19 | |
| INFLORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=false, Hyperparameter lambda=2.02025.10 | 1.31 | 1.67 | 0.9 | 1.02 |