Sequential Recommendation on Amazon Games 2023 (test)
32.82H@1AgenticRec
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AgenticRecCategory=Ours2026.03 | 32.82 | 64.68 | 48.87 | 81.57 | 54.45 | |
| ReReCategory=Trainable LLM-based Recommenders2026.03 | 29.21 | 55.28 | 44.73 | 71.02 | 49.76 | |
| LLaRACategory=Trainable LLM-based Recommenders2026.03 | 27.63 | 61.99 | 45.88 | 73.32 | 49.52 | |
| S-DPOCategory=Trainable LLM-based Recommenders2026.03 | 20.06 | 45.29 | 32.92 | 69.67 | 40.79 | |
| InteRecAgentCategory=Training-free LLM-based Recommenders2026.03 | 17.82 | 41.07 | 30.09 | 55.99 | 34.77 | |
| GRU4RecCategory=Conventional Sequential Recommenders2026.03 | 17.08 | 37.81 | 28.17 | 52.39 | 32.88 | |
| CaserCategory=Conventional Sequential Recommenders2026.03 | 15.35 | 39.53 | 28.13 | 52.2 | 32.17 | |
| SASRecCategory=Conventional Sequential Recommenders2026.03 | 15.35 | 39.15 | 27.62 | 53.74 | 32.34 | |
| ReaRecCategory=Conventional Sequential Recommenders2026.03 | 14.59 | 37.23 | 22.98 | 58.73 | 29.87 | |
| TALLRecCategory=Trainable LLM-based Recommenders2026.03 | 13.62 | 38.19 | 26.08 | 64.68 | 34.74 | |
| LLMRankCategory=Training-free LLM-based Recommenders2026.03 | 4.03 | 27.45 | 15.19 | 66.6 | 27.67 |