Recommendation on Kuaishou industrial-scale
16.09Recall@100Promise
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PromiseExpanded candidate size (K+)=60002026.01 | 16.09 | 0.663 | 30.17 | 1.272 | 36.37 | 1.504 | |
| GEMsSeq Len=Lifelong2026.02 | 15.53 | 0.64 | 29.11 | 1.22 | 35.11 | 1.45 | |
| PromiseExpanded candidate size (K+)=40002026.01 | 14.94 | 0.652 | 28.36 | 1.231 | 33.58 | 1.445 | |
| TIGERSeq Len=10242026.02 | 12.82 | 0.53 | 23.51 | 1.04 | 28.47 | 1.39 | |
| TIGERSeq Len=2562026.02 | 10.17 | 0.44 | 19.14 | 1.01 | 23.5 | 1.2 | |
| GRank2026.01 | 10.1 | 0.472 | 23.96 | 1.089 | 31.78 | 1.422 | |
| GRankSeq Len=10242026.02 | 10.1 | 0.47 | 23.96 | 1.09 | 31.78 | 1.42 | |
| MISS2026.01 | 8.44 | 0.283 | 20.33 | 0.741 | 24.41 | 0.892 | |
| MISSSeq Len=40002026.02 | 8.44 | 0.28 | 20.33 | 0.74 | 24.41 | 0.89 | |
| MPFormerSeq Len=2562026.02 | 8.03 | 0.37 | 17.94 | 0.73 | 21.14 | 0.9 | |
| KuaiformerSeq Len=2562026.02 | 7.24 | 0.31 | 14.21 | 0.71 | 19.01 | 0.81 | |
| MPFormer2026.01 | 7.06 | 0.331 | 15.81 | 0.694 | 20.1 | 0.843 | |
| MPFormerSeq Len=642026.02 | 7.06 | 0.33 | 15.81 | 0.69 | 20.1 | 0.84 | |
| TDMSeq Len=20002026.02 | 6.74 | 0.27 | 16.77 | 0.71 | 20.98 | 0.84 | |
| TDMSeq Len=40002026.02 | 6.35 | 0.26 | 17.01 | 0.72 | 21.12 | 0.86 | |
| Kuaiformer2026.01 | 6.22 | 0.293 | 13.88 | 0.625 | 17.61 | 0.796 | |
| KuaiformerSeq Len=642026.02 | 6.22 | 0.29 | 13.88 | 0.63 | 17.61 | 0.8 | |
| CRMSeq Len=2562026.02 | 5.91 | 0.28 | 10.34 | 0.51 | 15.13 | 0.71 | |
| MINDSeq Len=20002026.02 | 4.81 | 0.25 | 10.12 | 0.51 | 15.01 | 0.7 | |
| MINDSeq Len=10002026.02 | 4.57 | 0.24 | 9.33 | 0.49 | 14.45 | 0.69 | |
| GPRP2026.01 | 4.14 | 0.147 | 6.61 | 0.299 | 9.29 | 0.415 | |
| GPRPSeq Len=N/A2026.02 | 4.14 | 0.15 | 6.61 | 0.3 | 9.29 | 0.42 | |
| CRM2026.01 | 4.09 | 0.215 | 9.77 | 0.485 | 14.37 | 0.683 | |
| CRMSeq Len=642026.02 | 4.09 | 0.22 | 9.77 | 0.49 | 14.37 | 0.68 |