Recommendation on INSPIRED (HIT, MRR, NDCG)
0.144HIT@5CARECRS
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CARECRSmode=zero-shot2025.08 | 0.144 | 0.169 | 0.09 | 0.093 | 0.103 | 0.111 | |
| ZSCRScategory=LLM2025.08 | 0.109 | 0.142 | 0.065 | 0.069 | 0.076 | 0.086 | |
| UniCRScategory=Learning, backbone=DialoGPT, parameters=762M, mode=fine-tuned2025.08 | 0.091 | 0.106 | 0.062 | 0.064 | 0.07 | 0.074 | |
| SASReccategory=Learning2025.08 | 0.088 | 0.149 | 0.054 | 0.062 | 0.062 | 0.082 | |
| INSPIREDcategory=BMK2025.08 | 0.058 | 0.097 | 0.041 | 0.046 | 0.046 | 0.058 | |
| KBRDcategory=Learning2025.08 | 0.019 | 0.032 | 0.007 | 0.009 | 0.01 | 0.014 | |
| KGSFcategory=Learning2025.08 | 0.016 | 0.029 | 0.006 | 0.007 | 0.008 | 0.012 | |
| ReDialcategory=BMK2025.08 | 0.003 | 0.003 | 0.001 | 0.001 | 0.002 | 0.002 |