Sequential Recommendation on CDs (test)
27NDCG@1SASRec-full
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SASRec-fullmode=full datasets2026.01 | 27 | 44.38 | 53.57 | |
| RecNetBackbone=Deepseek-R1-Distill-Qwen-32B, embedding dimension=1282026.01 | 25.33 | 48.94 | 57.45 | |
| KGLAAugmentation=knowledge graphs2026.01 | 20 | 41.96 | 51.87 | |
| BPR-fullmode=full datasets2026.01 | 19 | 40.32 | 45.96 | |
| AgentCF++Architecture=dual-layer memory2026.01 | 17 | 40.18 | 51.19 | |
| AgentCF2026.01 | 16 | 37.6 | 48.98 | |
| BPR-samplemode=sampled datasets2026.01 | 12 | 23.97 | 30.74 | |
| LLMRankmode=zero-shot ranker, Backbone=ChatGPT2026.01 | 11.33 | 31.84 | 37.18 | |
| SASRec-samplemode=sampled datasets2026.01 | 11 | 28.66 | 34.19 | |
| Pop2026.01 | 6 | 17.92 | 24.33 |