Sequential Recommendation on Amazon CDs 2023 (test)
29.92Hit Rate @1AgenticRec
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AgenticRecCategory=Ours2026.03 | 29.92 | 64.72 | 47.95 | 80.93 | 53.24 | |
| LLaRACategory=Trainable LLM-based Recommenders2026.03 | 23.24 | 51.72 | 37.36 | 72.34 | 43.94 | |
| ReReCategory=Trainable LLM-based Recommenders2026.03 | 20.73 | 46.48 | 33.71 | 69.01 | 40.8 | |
| S-DPOCategory=Trainable LLM-based Recommenders2026.03 | 17.64 | 41.83 | 29.88 | 62.93 | 36.69 | |
| TALLRecCategory=Trainable LLM-based Recommenders2026.03 | 11.44 | 35.39 | 23.13 | 60.07 | 31.02 | |
| InteRecAgentCategory=Training-free LLM-based Recommenders2026.03 | 7.82 | 25.47 | 16.6 | 48.57 | 23.92 | |
| SASRecCategory=Conventional Sequential Recommenders2026.03 | 5.36 | 23.48 | 14.13 | 46.6 | 21.45 | |
| GRU4RecCategory=Conventional Sequential Recommenders2026.03 | 5.12 | 23.48 | 14.03 | 48.51 | 22.02 | |
| LLMRankCategory=Training-free LLM-based Recommenders2026.03 | 5.01 | 22.65 | 13.73 | 59.95 | 25.69 | |
| CaserCategory=Conventional Sequential Recommenders2026.03 | 4.88 | 25.26 | 14.87 | 50.89 | 23.07 | |
| ReaRecCategory=Conventional Sequential Recommenders2026.03 | 3.57 | 18.71 | 10.82 | 45.76 | 19.42 |