Recommendation on Instruments
11.18Recall@10CoFiRec
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CoFiRecParadigm=Generative Recommendation2025.11 | 11.18 | 8.97 | 7.52 | 8.2 | |
| HoloRec2026.06 | 11.05 | 8.94 | 7.61 | 8.28 | |
| TIGER2026.06 | 10.58 | 8.7 | 7.37 | 7.97 | |
| HGN2026.06 | 10.48 | 8.13 | 6.68 | 7.74 | |
| TIGERParadigm=Generative Recommendation2025.11 | 10.35 | 8.42 | 7.2 | 7.82 | |
| LightGCNParadigm=ID-based Recommendation2025.11 | 10 | 7.94 | 6.62 | 7.28 | |
| IDGenRecParadigm=Generative Recommendation2025.11 | 9.99 | 8.43 | 7.35 | 7.85 | |
| CIDParadigm=Generative Recommendation2025.11 | 9.87 | 8.09 | 6.95 | 7.51 | |
| LETTERParadigm=Generative Recommendation2025.11 | 9.82 | 8.07 | 7.04 | 7.6 | |
| SemIDParadigm=Generative Recommendation2025.11 | 9.64 | 7.75 | 6.69 | 7.3 | |
| P5-SemID2026.06 | 9.64 | 7.75 | 6.69 | 7.3 | |
| SASRecParadigm=ID-based Recommendation2025.11 | 9.47 | 7.51 | 6.27 | 6.9 | |
| SASRec2026.06 | 9.47 | 7.51 | 6.27 | 6.9 | |
| BERT4RecParadigm=ID-based Recommendation2025.11 | 8.22 | 6.71 | 5.6 | 6.08 | |
| BERT4Rec2026.06 | 8.22 | 6.71 | 5.6 | 6.08 | |
| MFParadigm=ID-based Recommendation2025.11 | 7.35 | 4.79 | 3.3 | 4.12 | |
| MF2026.06 | 7.35 | 4.79 | 3.3 | 4.12 | |
| AdaptiveMethod=Memorization-aware Adaptive Ensemble2026.03 | 6.38 | — | — | 3.44 | |
| Fixed-weightMethod=Fixed-weight Ensemble2026.03 | 6.35 | — | — | 3.43 | |
| BigRecParadigm=Generative Recommendation2025.11 | 5.76 | 5.13 | 4.7 | 4.91 | |
| BIGRec2026.06 | 5.76 | 5.13 | 4.7 | 4.91 | |
| TIGERMethod=Base Model2026.03 | 3.57 | — | — | 3.23 | |
| SASRecMethod=Base Model2026.03 | 3.19 | — | — | 2.91 |