Recommendation on Movies & TV
61.9NDCG@10DeepSeek-R1
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek-R1Parameters=671B2026.02 | 61.9 | — | — | — | — | — | 18.2 | 47.6 | |
| R2RankBackbone=Qwen-2.5-3B-Instruct2026.02 | 58.1 | — | — | — | — | — | 33.8 | 52 | |
| R2ECBackbone=Qwen-2.5-3B-Instruct2026.02 | 50.2 | — | — | — | — | — | 28.8 | 41.7 | |
| R2RankBackbone=Qwen-2.5-1.5B-Instruct2026.02 | 48.6 | — | — | — | — | — | 25.7 | 42.6 | |
| Prompt4NRBackbone=Qwen-2.5-3B-Instruct2026.02 | 46.4 | — | — | — | — | — | 17.1 | 35.2 | |
| TALLRecBackbone=Qwen-2.5-3B-Instruct2026.02 | 35.4 | — | — | — | — | — | 15.6 | 26.8 | |
| SASRec2026.02 | 25.8 | — | — | — | — | — | 10.7 | 20.5 | |
| LightGCN2026.02 | 24.7 | — | — | — | — | — | 10.2 | 19.8 | |
| BERT4Rec2026.02 | 22.8 | — | — | — | — | — | 6.5 | 14.8 | |
| SPiKE2026.01 | 10.68 | 14.81 | 21.67 | 31 | 12.85 | 15.35 | — | — | |
| SGL2026.01 | 10.57 | 14.33 | 20.75 | 28.79 | 12.59 | 14.74 | — | — | |
| LightGCL2026.01 | 10.53 | 14.2 | 20.91 | 29.06 | 12.65 | 14.84 | — | — | |
| CoLaKG2026.01 | 10.37 | 14.28 | 21.06 | 30.22 | 12.54 | 15.01 | — | — | |
| RLMRec2026.01 | 10.34 | 14.31 | 21.04 | 29.93 | 12.47 | 14.86 | — | — | |
| DiffKG2026.01 | 10.26 | 14.11 | 20.77 | 29.73 | 12.37 | 14.78 | — | — | |
| LightGCN2026.01 | 10.02 | 13.94 | 20.73 | 29.36 | 12.17 | 14.49 | — | — | |
| KGRec2026.01 | 10.02 | 13.93 | 20.61 | 29.29 | 12.15 | 14.48 | — | — | |
| BPR-MF2026.01 | 9.34 | 13.04 | 19.36 | 27.82 | 11.35 | 13.61 | — | — |