Recommendation on InPE
14.4R@1COPE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| COPEBackbone=Qwen3-8B, Tuning=LoRA (r=8, a=16)2026.07 | 14.4 | 31.4 | 44.2 | |
| ReFICRCategory=LLM-enhanced2026.07 | 13.5 | 27.4 | 39.6 | |
| KGSFCategory=Knowledge Graph(KG)-based2026.07 | 5.7 | 16.5 | 25.6 | |
| KBRDCategory=Knowledge Graph(KG)-based2026.07 | 5.6 | 14.5 | 21 | |
| TREACategory=Knowledge Graph(KG)-based2026.07 | 4.7 | 14.7 | 34.6 | |
| Llama3-8B-InstructCategory=Prompt-based, Task-specific fine-tuning=false2026.07 | 3.1 | 8.6 | 14.8 | |
| NBCRSCategory=Neighborhood-based2026.07 | 2.3 | 16 | 27.3 | |
| Qwen3-8BCategory=Prompt-based, Task-specific fine-tuning=false2026.07 | 1.3 | 9.4 | 15.6 |