Sequential Recommendation on Amazon Movies & TVs Reviews 2023
1.8Hit@5PESO
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PESOBackbone=Llama-3.2 1B, Hyperparameter lambda=5.02025.10 | 1.8 | 2.51 | 1.18 | 1.41 | |
| SINGLE EVOLVING LORABackbone=Llama-3.2 1B, Hyperparameter lambda=5.02025.10 | 1.75 | 2.47 | 1.16 | 1.38 | |
| SUMLORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=true, Hyperparameter lambda=5.02025.10 | 1.72 | 2.37 | 1.14 | 1.35 | |
| PRETRAINBackbone=Llama-3.2 1B, Hyperparameter lambda=5.02025.10 | 1.66 | 2.31 | 1.11 | 1.32 | |
| SD-LORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=true, Hyperparameter lambda=5.02025.10 | 1.65 | 2.35 | 1.09 | 1.31 | |
| SUMLORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=true, Hyperparameter lambda=5.02025.10 | 1.6 | 2.34 | 1.07 | 1.31 | |
| SD-LORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=true, Hyperparameter lambda=5.02025.10 | 1.18 | 1.71 | 0.77 | 0.94 | |
| INFLORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=true, Hyperparameter lambda=5.02025.10 | 1.09 | 1.47 | 0.72 | 0.85 | |
| INFLORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=false, Hyperparameter lambda=5.02025.10 | 1.03 | 1.39 | 0.67 | 0.79 | |
| SUMLORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=false, Hyperparameter lambda=5.02025.10 | 1.02 | 1.3 | 0.67 | 0.76 | |
| SUMLORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=false, Hyperparameter lambda=5.02025.10 | 1.02 | 1.3 | 0.67 | 0.76 | |
| SD-LORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=false, Hyperparameter lambda=5.02025.10 | 1.01 | 1.42 | 0.69 | 0.82 | |
| INFLORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=true, Hyperparameter lambda=5.02025.10 | 0.94 | 1.32 | 0.6 | 0.72 | |
| SD-LORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=false, Hyperparameter lambda=5.02025.10 | 0.94 | 1.33 | 0.61 | 0.74 | |
| INFLORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=false, Hyperparameter lambda=5.02025.10 | 0.73 | 0.92 | 0.47 | 0.54 |