Sequential Recommendation on Office
5.82NDCG@10ReAd
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ReAdBackbone=DuoRec2026.04 | 5.82 | 4.56 | 6.98 | 10.9 | — | — | 16.68 | 7.27 | — | — | — | — | |
| RaSeRec2026.04 | 5.49 | 4.29 | 6.69 | 10.42 | — | — | 16.41 | 6.99 | — | — | — | — | |
| MCLRec2026.04 | 5.38 | 4.07 | 6.71 | 10.71 | — | — | 16.48 | 6.91 | — | — | — | — | |
| UFRec2026.05 | 5.35 | — | — | — | — | — | — | — | 11.05 | — | — | — | |
| DuoRec2026.04 | 5.27 | 4.1 | 6.44 | 10.11 | — | — | 15.52 | 6.63 | — | — | — | — | |
| ICSRec2026.04 | 5.25 | 4.16 | 6.51 | 10.51 | — | — | 15.76 | 6.79 | — | — | — | — | |
| ReAdBackbone=SASRec2026.04 | 5.17 | 4.01 | 6.14 | 9.36 | — | — | 14.52 | 6.65 | — | — | — | — | |
| ICSRec2026.05 | 5.09 | — | — | — | — | — | — | — | 10.45 | — | — | — | |
| FENRec2026.05 | 5.02 | — | — | — | — | — | — | — | 10.04 | — | — | — | |
| DuoRec2026.05 | 5.01 | — | — | — | — | — | — | — | 10.28 | — | — | — | |
| CoSeRec2026.04 | 5 | 3.94 | 5.77 | 8.11 | — | — | 13.46 | 6.11 | — | — | — | — | |
| LLM-ESR2026.05 | 4.96 | — | — | — | — | — | — | — | 9.75 | — | — | — | |
| TTA2026.04 | 4.92 | 3.71 | 5.48 | 8.96 | — | — | 13.89 | 6.25 | — | — | — | — | |
| SASRec2026.04 | 4.83 | 3.69 | 5.44 | 8.99 | — | — | 13.88 | 6.05 | — | — | — | — | |
| LRD2026.05 | 4.41 | — | — | — | — | — | — | — | 9.26 | — | — | — | |
| ICLRec2026.04 | 4.39 | 3.45 | 5.64 | 8.15 | — | — | 11.95 | 5.34 | — | — | — | — | |
| S3-Rec2026.05 | 4.22 | — | — | — | — | — | — | — | 9.37 | — | — | — | |
| CoSeRec2026.05 | 4.19 | — | — | — | — | — | — | — | 7.92 | — | — | — | |
| ICLRec2026.05 | 4.08 | — | — | — | — | — | — | — | 9.28 | — | — | — | |
| CL4SRec2026.04 | 3.85 | 3.08 | 4.8 | 6.65 | — | — | 11.21 | 5.02 | — | — | — | — | |
| S3-Rec2026.04 | 3.83 | 2.96 | 4.43 | 6.58 | — | — | 12.21 | 5.23 | — | — | — | — | |
| BERT4Rec2026.05 | 3.74 | — | — | — | — | — | — | — | 8.26 | — | — | — | |
| SASRec2026.05 | 3.45 | — | — | — | — | — | — | — | 7.95 | — | — | — | |
| BERT4Rec2026.04 | 3.26 | 2.33 | 3.76 | 6.66 | — | — | 11.66 | 4.52 | — | — | — | — | |
| CL4SRec2026.05 | 3.25 | — | — | — | — | — | — | — | 6.98 | — | — | — | |
| Caser2026.05 | 2.91 | — | — | — | — | — | — | — | 5.81 | — | — | — | |
| GRU4Rec2026.05 | 2.62 | — | — | — | — | — | — | — | 5.43 | — | — | — | |
| GRU4Rec2026.04 | 2.52 | 1.69 | 2.77 | 5.32 | — | — | 9.85 | 3.65 | — | — | — | — | |
| ManCAR2026.02 | 1.33 | 1.08 | 1.74 | 2.5 | — | — | — | — | — | — | — | — | |
| LARES2026.02 | 1.15 | 0.9 | 1.61 | 2.4 | — | — | — | — | — | — | — | — | |
| PLR2026.02 | 1.09 | 0.82 | 1.39 | 2.24 | — | — | — | — | — | — | — | — | |
| ERL2026.02 | 1.07 | 0.79 | 1.44 | 2.29 | — | — | — | — | — | — | — | — | |
| PRL2026.02 | 0.96 | 0.71 | 1.27 | 2.05 | — | — | — | — | — | — | — | — | |
| ContextBERT4Rec2026.02 | 0.93 | 0.76 | 1.29 | 1.84 | — | — | — | — | — | — | — | — | |
| BERT4Rec2026.02 | 0.78 | 0.61 | 1.09 | 1.6 | — | — | — | — | — | — | — | — | |
| SASRec2026.02 | 0.77 | 0.63 | 1.13 | 1.57 | — | — | — | — | — | — | — | — | |
| BERT4RecFramework=W/O MLTFR2026.04 | — | — | — | — | — | — | — | — | 2.413 | 0.984 | — | — | |
| BERT4RecFramework=MLTFR2026.04 | — | — | — | — | — | — | — | — | 2.759 | 1.144 | 15.3 | — | |
| BERT4Rec2026.05 | — | — | — | — | — | — | — | 5.15 | — | — | — | 14.29 | |
| BSARecFramework=W/O MLTFR2026.04 | — | — | — | — | — | — | — | — | 2.477 | 0.993 | — | — | |
| BSARecFramework=MLTFR2026.04 | — | — | — | — | — | — | — | — | 2.524 | 0.996 | 1.1 | — | |
| Caser2026.05 | — | — | — | — | — | — | — | 3.96 | — | — | — | 10.42 | |
| CL4SRecFramework=W/O MLTFR2026.04 | — | — | — | — | — | — | — | — | 2.535 | 1.002 | — | — | |
| CL4SRecFramework=MLTFR2026.04 | — | — | — | — | — | — | — | — | 2.65 | 1.021 | 3.21 | — | |
| CL4SRec2026.05 | — | — | — | — | — | — | — | 4.92 | — | — | — | 12.95 | |
| CoSeRec2026.05 | — | — | — | — | — | — | — | 5.08 | — | — | — | 13.68 | |
| DuoRec2026.05 | — | — | — | — | — | — | — | 6.39 | — | — | — | 16.19 | |
| FENRec2026.05 | — | — | — | — | — | — | — | 6.32 | — | — | — | 15.98 | |
| FMLPRecFramework=W/O MLTFR2026.04 | — | — | — | — | — | — | — | — | 2.108 | 0.906 | — | — | |
| FMLPRecFramework=MLTFR2026.04 | — | — | — | — | — | — | — | — | 2.275 | 0.907 | 3.94 | — | |
| GRU4Rec2026.05 | — | — | — | — | — | — | — | 3.57 | — | — | — | 9.61 | |
| ICLRec2026.05 | — | — | — | — | — | — | — | 5.46 | — | — | — | 15.24 | |
| ICSRec2026.05 | — | — | — | — | — | — | — | 6.45 | — | — | — | 16.45 | |
| LinRecFramework=W/O MLTFR2026.04 | — | — | — | — | — | — | — | — | 2.567 | 1.026 | — | — | |
| LinRecFramework=MLTFR2026.04 | — | — | — | — | — | — | — | — | 2.546 | 1.028 | -0.31 | — | |
| LLM-ESR2026.05 | — | — | — | — | — | — | — | 6.33 | — | — | — | 15.26 | |
| LRD2026.05 | — | — | — | — | — | — | — | 6.09 | — | — | — | 14.91 | |
| MISSRecmode=fine-tuning2025.06 | — | — | — | — | 153 | 41.06 | — | — | — | — | — | — | |
| MMM4Recmode=fine-tuning2025.06 | — | — | — | — | 5 | 27.93 | — | — | — | — | — | — | |
| MMSRecmode=fine-tuning2025.06 | — | — | — | — | 52 | 33.57 | — | — | — | — | — | — | |
| S3-Rec2026.05 | — | — | — | — | — | — | — | 5.66 | — | — | — | 15.62 | |
| SASRecFramework=W/O MLTFR2026.04 | — | — | — | — | — | — | — | — | 2.636 | 1.076 | — | — | |
| SASRecFramework=MLTFR2026.04 | — | — | — | — | — | — | — | — | 2.684 | 1.104 | 2.21 | — | |
| SASRec2026.05 | — | — | — | — | — | — | — | 4.78 | — | — | — | 13.35 | |
| UFRec2026.05 | — | — | — | — | — | — | — | 6.8 | — | — | — | 17.08 |