Sequential Recommendation on Amazon Books Reviews 2023
4.48Hit@5SINGLE EVOLVING LORA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SINGLE EVOLVING LORABackbone=Llama-3.2 1B, Hyperparameter lambda=5.02025.10 | 4.48 | 5.57 | 3.08 | 3.44 | |
| PESOBackbone=Llama-3.2 1B, Hyperparameter lambda=5.02025.10 | 4.48 | 5.69 | 3.11 | 3.51 | |
| SUMLORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=true, Hyperparameter lambda=5.02025.10 | 4.33 | 5.42 | 3.06 | 3.41 | |
| SD-LORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=true, Hyperparameter lambda=5.02025.10 | 4.32 | 5.3 | 3.08 | 3.4 | |
| SUMLORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=true, Hyperparameter lambda=5.02025.10 | 4.09 | 5.14 | 2.87 | 3.21 | |
| SD-LORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=true, Hyperparameter lambda=5.02025.10 | 3.32 | 4.12 | 2.34 | 2.6 | |
| SUMLORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=false, Hyperparameter lambda=5.02025.10 | 2.64 | 4.02 | 1.76 | 2.21 | |
| PRETRAINBackbone=Llama-3.2 1B, Hyperparameter lambda=5.02025.10 | 2.58 | 2.83 | 1.96 | 2.04 | |
| INFLORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=true, Hyperparameter lambda=5.02025.10 | 2.49 | 3.24 | 1.71 | 1.95 | |
| SUMLORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=false, Hyperparameter lambda=5.02025.10 | 2.46 | 3.54 | 1.61 | 1.96 | |
| SD-LORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=false, Hyperparameter lambda=5.02025.10 | 2.41 | 3.27 | 1.59 | 1.86 | |
| SD-LORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=false, Hyperparameter lambda=5.02025.10 | 2.38 | 3.51 | 1.62 | 1.98 | |
| INFLORABackbone=Llama-3.2 1B, Cumulative Strategy=all, Inheritance=false, Hyperparameter lambda=5.02025.10 | 2.36 | 3.32 | 1.61 | 1.93 | |
| INFLORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=true, Hyperparameter lambda=5.02025.10 | 2.25 | 2.88 | 1.53 | 1.74 | |
| INFLORABackbone=Llama-3.2 1B, Cumulative Strategy=latest, Inheritance=false, Hyperparameter lambda=5.02025.10 | 1.52 | 1.97 | 1.08 | 1.23 |