Recommendation on Yelp Evolving-Interest Short (Avg. HR@{1,3,5})
68.9Avg HR@{1,3,5}LightGCN
Evaluation Results
| Method | Links | |
|---|---|---|
| LightGCNCategory=DL-based RS2026.02 | 68.9 | |
| MFCategory=Traditional RS2026.02 | 65.9 | |
| ChainRecCategory=Ours2026.02 | 14 | |
| RecHackerCategory=Agentic RS2026.02 | 7.7 | |
| DummyAgentCategory=Agentic RS2026.02 | 6.3 | |
| Agent4RecCategory=Agentic RS2026.02 | 6 | |
| BaseAgentCategory=Agentic RS2026.02 | 4.3 | |
| MemoryAgentCategory=Agentic RS2026.02 | 4 | |
| CoTMemAgentCategory=Agentic RS2026.02 | 4 | |
| CoTAgentCategory=Agentic RS2026.02 | 3 | |
| Baseline666Category=Agentic RS2026.02 | 0 |