Implicit Collaborative Filtering on Amazon-sports 10-core (test)
12.46Recall@10DTL-NS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DTL-NSbackbone=LightGCN, LLM=Llama3-8b2026.02 | 12.46 | 9.53 | 15.91 | 10.53 | |
| HNLMRecbackbone=LightGCN, LLM=Llama3-8b2026.02 | 10.74 | 7.78 | 14.38 | 8.84 | |
| MixGCFbackbone=LightGCN2026.02 | 10.53 | 7.4 | 14.29 | 8.51 | |
| RLMRecbackbone=LightGCN, LLM=Llama3-8b2026.02 | 10.51 | 7.38 | 14.32 | 8.68 | |
| DNS(M,N)backbone=LightGCN2026.02 | 10.38 | 7.29 | 13.62 | 8.24 | |
| LLMRecbackbone=LightGCN, LLM=Llama3-8b2026.02 | 10.36 | 7.14 | 13.48 | 8.16 | |
| KARbackbone=LightGCN, LLM=Llama3-8b2026.02 | 10.32 | 7.12 | 13.65 | 8.21 | |
| DNSbackbone=LightGCN2026.02 | 10.29 | 7.18 | 13.64 | 8.16 | |
| AHNSbackbone=LightGCN2026.02 | 10.11 | 7.16 | 13.44 | 8.15 | |
| SRNSbackbone=LightGCN2026.02 | 9.71 | 6.8 | 13.4 | 7.88 | |
| RNSbackbone=LightGCN2026.02 | 8.74 | 5.94 | 12.19 | 6.95 |