Implicit Collaborative Filtering on Amazon-toys 10-core (test)
11.56Recall@10DTL-NS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DTL-NSbackbone=LightGCN, LLM=Llama3-8b2026.02 | 11.56 | 8.98 | 14.75 | 9.91 | |
| HNLMRecbackbone=LightGCN, LLM=Llama3-8b2026.02 | 10.33 | 7.7 | 13.79 | 8.73 | |
| MixGCFbackbone=LightGCN2026.02 | 9.6 | 6.33 | 13.24 | 7.41 | |
| RLMRecbackbone=LightGCN, LLM=Llama3-8b2026.02 | 9.55 | 6.46 | 13.17 | 7.46 | |
| DNS(M,N)backbone=LightGCN2026.02 | 9.26 | 6.3 | 12.49 | 7.27 | |
| LLMRecbackbone=LightGCN, LLM=Llama3-8b2026.02 | 9.17 | 6.31 | 12.46 | 7.15 | |
| KARbackbone=LightGCN, LLM=Llama3-8b2026.02 | 9.14 | 6.27 | 12.53 | 7.19 | |
| DNSbackbone=LightGCN2026.02 | 9.06 | 6.02 | 12.7 | 7.1 | |
| AHNSbackbone=LightGCN2026.02 | 8.84 | 5.85 | 12.47 | 6.94 | |
| SRNSbackbone=LightGCN2026.02 | 8.1 | 5.54 | 11.98 | 6.64 | |
| RNSbackbone=LightGCN2026.02 | 7.86 | 5.07 | 11.48 | 6.13 |