Implicit Collaborative Filtering on Yelp 10-core (test)
10.28R@10DTL-NS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DTL-NSbackbone=LightGCN, LLM=Llama3-8b2026.02 | 10.28 | 7.5 | 15.23 | 9.05 | |
| HNLMRecbackbone=LightGCN, LLM=Llama3-8b2026.02 | 9.31 | 6.09 | 14.93 | 7.85 | |
| RLMRecbackbone=LightGCN, LLM=Llama3-8b2026.02 | 8.97 | 5.82 | 14.42 | 7.63 | |
| DNS(M,N)backbone=LightGCN2026.02 | 8.82 | 5.69 | 14.03 | 7.33 | |
| MixGCFbackbone=LightGCN2026.02 | 8.74 | 5.68 | 14.36 | 7.45 | |
| KARbackbone=LightGCN, LLM=Llama3-8b2026.02 | 8.62 | 5.59 | 14.21 | 7.42 | |
| LLMRecbackbone=LightGCN, LLM=Llama3-8b2026.02 | 8.61 | 5.62 | 13.96 | 7.39 | |
| DNSbackbone=LightGCN2026.02 | 8.57 | 5.57 | 13.76 | 7.2 | |
| SRNSbackbone=LightGCN2026.02 | 8.54 | 5.5 | 13.75 | 7.15 | |
| AHNSbackbone=LightGCN2026.02 | 8.54 | 5.55 | 13.87 | 7.22 | |
| RNSbackbone=LightGCN2026.02 | 8.08 | 5.25 | 13.27 | 6.88 |