Recommendation on InstructRec Amazon Movietv (test)
0.4951HR@1i²Agent
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| i²Agentmemory-building rounds=12025.02 | 0.4951 | 0.7047 | 0.6167 | 0.6469 | |
| i² Agent2025.02 | 0.4643 | 0.6577 | 0.5767 | 0.6043 | |
| iAgent2025.02 | 0.405 | 0.6071 | 0.5211 | 0.5661 | |
| iAgent2025.02 | 0.3819 | 0.5687 | 0.4893 | 0.5304 | |
| EasyRec2025.02 | 0.3731 | 0.6545 | 0.5354 | 0.5669 | |
| EasyRec2025.02 | 0.3496 | 0.613 | 0.5015 | 0.5298 | |
| SASRec2025.02 | 0.3452 | 0.4971 | 0.4318 | 0.4806 | |
| AgentCFmemory-building rounds=1, dataset size=100, self-reflection=true2025.02 | 0.2761 | 0.5333 | 0.4237 | 0.4737 | |
| AgentCF2025.02 | 0.259 | 0.4982 | 0.3964 | 0.4423 | |
| BGE-Rerank2025.02 | 0.2544 | 0.4748 | 0.3802 | 0.4328 | |
| GRU4Rec2025.02 | 0.158 | 0.3685 | 0.2763 | 0.3436 | |
| BERT4Rec2025.02 | 0.1474 | 0.3513 | 0.2636 | 0.3343 | |
| ToolRecself-reflection=true2025.02 | 0.1473 | 0.3812 | 0.2796 | 0.3557 | |
| ToolRec2025.02 | 0.1384 | 0.3567 | 0.262 | 0.3321 | |
| BM252025.02 | 0.1129 | 0.3027 | 0.2209 | 0.3004 |