Sequential Recommendation on Amazon Instruments 2023 (test)
25.86Hit Ratio @ 1AgenticRec
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AgenticRecCategory=Ours2026.03 | 25.86 | 61.15 | 43.93 | 80.52 | 50.21 | |
| ReReCategory=Trainable LLM-based Recommenders2026.03 | 25.84 | 50.49 | 39 | 67.65 | 44.47 | |
| LLaRACategory=Trainable LLM-based Recommenders2026.03 | 25.12 | 54.04 | 40.43 | 68.33 | 45.1 | |
| InteRecAgentCategory=Training-free LLM-based Recommenders2026.03 | 20.63 | 47.35 | 34.33 | 65.15 | 40.04 | |
| GRU4RecCategory=Conventional Sequential Recommenders2026.03 | 19.6 | 45.34 | 32.91 | 64.46 | 39.07 | |
| CaserCategory=Conventional Sequential Recommenders2026.03 | 18.25 | 46.44 | 32.75 | 63.84 | 38.28 | |
| SASRecCategory=Conventional Sequential Recommenders2026.03 | 18.13 | 45.46 | 32.38 | 63.23 | 38.07 | |
| ReaRecCategory=Conventional Sequential Recommenders2026.03 | 15.07 | 37.86 | 26.33 | 61.88 | 34 | |
| S-DPOCategory=Trainable LLM-based Recommenders2026.03 | 7.23 | 26.71 | 16.57 | 52.2 | 24.75 | |
| TALLRecCategory=Trainable LLM-based Recommenders2026.03 | 6.49 | 26.83 | 16.18 | 51.47 | 24.06 | |
| LLMRankCategory=Training-free LLM-based Recommenders2026.03 | 4.17 | 27.45 | 15.33 | 60.17 | 25.84 |