Sequential Recommendation on Mercari
3.28Hit Rate @3ChronoID
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ChronoIDArchitecture=Parallel Quantization, Fusion Strategy=N/A, Time Strategy=Relative Time2026.06 | 3.28 | 2.59 | 4.34 | 3.03 | 5.78 | 3.5 | |
| ChronoIDArchitecture=Residual Quantization, Fusion Strategy=Late, Time Strategy=Relative Time2026.06 | 2.49 | 1.87 | 2.95 | 2.02 | 3.93 | 2.3 | |
| ChronoIDArchitecture=Residual Quantization, Fusion Strategy=Early, Time Strategy=Relative Time2026.06 | 2.16 | 1.69 | 2.72 | 1.91 | 3.82 | 2.28 | |
| ChronoIDArchitecture=Parallel Quantization, Fusion Strategy=N/A, Time Strategy=Absolute Time2026.06 | 2.07 | 1.65 | 3.08 | 2.36 | 3.26 | 2.74 | |
| ChronoIDArchitecture=Residual Quantization, Fusion Strategy=Late, Time Strategy=Absolute Time2026.06 | 1.96 | 1.58 | 2.69 | 1.81 | 3.58 | 2.1 | |
| ChronoIDArchitecture=Residual Quantization, Fusion Strategy=Early, Time Strategy=Absolute Time2026.06 | 1.79 | 1.41 | 2.47 | 1.65 | 3.35 | 1.97 | |
| MiniOneRecStrategy=Text + Random Absolute Time2026.06 | 1.61 | 1.08 | 2.42 | 1.43 | 2.98 | 1.82 | |
| TokenRecStrategy=Text + Random Absolute Time2026.06 | 1.34 | 1.04 | 1.51 | 1.16 | 1.77 | 1.26 | |
| ActionPieceStrategy=ID-based2026.06 | 0.13 | 0.1 | 0.13 | 0.1 | 0.2 | 0.13 | |
| SASRecStrategy=ID-based2026.06 | 0.07 | 0.04 | 0.13 | 0.06 | 0.2 | 0.09 | |
| HSTUStrategy=Random Absolute Time2026.06 | 0.02 | 0.01 | 0.02 | 0.01 | 0.03 | 0.01 |