Recommendation on Amazon Classic v1
79HR@avgSTAR
Evaluation results
| Method | Links | |
|---|---|---|
| STARCategory=Ours, Backbone=Qwen3-8B2026.02 | 79 | |
| MARSCategory=Ours, Backbone=DeepSeek-V32026.02 | 68.4 | |
| RecHackerCategory=Agentic RS, Backbone=DeepSeek-V32026.02 | 63 | |
| Baseline666Category=Agentic RS, Backbone=DeepSeek-V32026.02 | 60 | |
| DummyAgentCategory=Agentic RS, Backbone=DeepSeek-V32026.02 | 54 | |
| BaseAgentCategory=Agentic RS, Backbone=DeepSeek-V32026.02 | 44 | |
| MemoryAgentCategory=Agentic RS, Backbone=DeepSeek-V32026.02 | 43.7 | |
| CoTAgentCategory=Agentic RS, Backbone=DeepSeek-V32026.02 | 39.7 | |
| CoTMemAgentCategory=Agentic RS, Backbone=DeepSeek-V32026.02 | 33.3 | |
| Agent4RecCategory=Agentic RS, Backbone=DeepSeek-V32026.02 | 28.3 | |
| MFCategory=Traditional2026.02 | 15 | |
| LightGCNCategory=Traditional2026.02 | 15 |