Recommendation on Douban Movie
36.67HR@5TRAIL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TRAILBackbone=DeepSeek-7B, Optimizer=AdamW2026.02 | 36.67 | 41.63 | 19.7 | 20.39 | |
| PARE2026.02 | 22.22 | 25.04 | 14.23 | 14.82 | |
| DeepSeek2026.02 | 21.73 | 25 | 13.88 | 14.41 | |
| GPT-4o-mini2026.02 | 20.99 | 24.63 | 7.44 | 8.18 | |
| SASRec2026.02 | 3.46 | 5.68 | 1.23 | 1.61 | |
| HGN2026.02 | 3.21 | 4.94 | 0.67 | 0.98 | |
| LLM-ESR2026.02 | 2.96 | 4.2 | 0.99 | 1.17 | |
| Caser2026.02 | 2.57 | 2.91 | 0.78 | 0.81 | |
| LLM-TRSR2026.02 | 1.88 | 3.7 | 0.48 | 0.78 | |
| LLM2BERT4Rec2026.02 | 1.43 | 2.32 | 0.39 | 0.54 | |
| UserKNN2026.02 | 1.19 | 1.78 | 0.43 | 0.55 | |
| Diff2026.02 | 1.18 | 2.15 | 0.62 | 0.94 | |
| BPR2026.02 | 0.84 | 1.14 | 0.33 | 0.37 |