Recommendation on Goodreads Cold-Start (User)
67.7Avg. HR@{1,3,5}ChainRec
Evaluation results
| Method | Links | |
|---|---|---|
| ChainRecCategory=Ours2026.02 | 67.7 | |
| RecHackerCategory=Agentic RS2026.02 | 49.3 | |
| Baseline666Category=Agentic RS2026.02 | 38.7 | |
| DummyAgentCategory=Agentic RS2026.02 | 37.7 | |
| Agent4RecCategory=Agentic RS2026.02 | 37.3 | |
| BaseAgentCategory=Agentic RS2026.02 | 22.3 | |
| CoTAgentCategory=Agentic RS2026.02 | 20.3 | |
| MemoryAgentCategory=Agentic RS2026.02 | 16.7 | |
| CoTMemAgentCategory=Agentic RS2026.02 | 16.7 | |
| MFCategory=Traditional RS2026.02 | 15 | |
| LightGCNCategory=DL-based RS2026.02 | 15 |