Sequential Recommendation on Instruments
9.97HR@5LC-Rec
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LC-Rec2026.01 | 9.97 | 8.52 | 12.17 | 9.23 | — | — | |
| OD-LLM2026.01 | 9.93 | 8.51 | 12.19 | 9.23 | — | — | |
| S3-Rec2026.01 | 8.63 | 6.26 | 11.36 | 7.14 | — | — | |
| TIGER2026.01 | 8.63 | 7.38 | 10.64 | 8.03 | — | — | |
| FDSA2026.01 | 8.34 | 6.81 | 10.46 | 7.5 | — | — | |
| GRU4Rec2026.01 | 8.21 | 6.98 | 10.31 | 7.65 | — | — | |
| ACERecID Type=Semantic ID-based2026.02 | 8.19 | 5.52 | 12.11 | 6.74 | — | — | |
| HGN2026.01 | 8.13 | 6.68 | 10.48 | 7.44 | — | — | |
| SASRec2026.01 | 7.51 | 6.27 | 9.47 | 6.9 | — | — | |
| ELCRecID Type=Item ID-based2026.02 | 6.93 | 4.67 | 11.55 | 6.17 | — | — | |
| S^3-RecID Type=Item ID-based2026.02 | 6.79 | 4.2 | 11.48 | 5.7 | — | — | |
| Bert4Rec2026.01 | 6.71 | 5.6 | 8.22 | 6.08 | — | — | |
| ActionPieceID Type=Semantic ID-based2026.02 | 6.3 | 4.07 | 9.17 | 5.01 | — | — | |
| ETEGRecID Type=Semantic ID-based2026.02 | 6.16 | 4.17 | 9.03 | 5.09 | — | — | |
| TIGERID Type=Semantic ID-based2026.02 | 5.52 | 3.68 | 8.31 | 4.57 | — | — | |
| HGNID Type=Item ID-based2026.02 | 5.5 | 4.42 | 8.67 | 5.59 | — | — | |
| Caser2026.01 | 5.43 | 3.55 | 7.1 | 4.09 | — | — | |
| ICLRecID Type=Item ID-based2026.02 | 5.39 | 3.74 | 9.38 | 5.03 | — | — | |
| RPGID Type=Semantic ID-based2026.02 | 5.18 | 3.54 | 8.54 | 4.58 | — | — | |
| SASRecID Type=Item ID-based2026.02 | 4.76 | 2.42 | 8.4 | 3.6 | — | — | |
| MISSRecmode=fine-tuning2025.06 | — | — | — | — | 65 | 10.55 | |
| MMM4Recmode=fine-tuning2025.06 | — | — | — | — | 7 | 9.08 | |
| MMSRecmode=fine-tuning2025.06 | — | — | — | — | 50 | 12.25 |