Generative Recommendation on Toys (Including Business Metrics)
94.3Ad RateGEM-Rec
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GEM-RecTrain Ad %=4.52%, lambda=10.02026.03 | 94.3 | 15,467.5 | 0.53 | 1.14 | 3.34 | 6.45 | |
| GEM-RecTrain Ad %=4.52%, lambda=7.52026.03 | 79.1 | 12,137 | 1.01 | 2.01 | 3.11 | 6 | |
| GEM-RecTrain Ad %=4.52%, lambda=5.02026.03 | 48.6 | 6,746 | 1.77 | 3.43 | 2.94 | 5.68 | |
| GEM-RecTrain Ad %=4.52%, lambda=2.02026.03 | 12.9 | 1,462.4 | 2.65 | 5.02 | 3.03 | 5.76 | |
| GEM-RecTrain Ad %=4.52%, lambda=1.02026.03 | 7.1 | 717.9 | 2.72 | 5.22 | 2.98 | 5.75 | |
| GEM-RecOperating Mode=λ = 1.0, Train Ad %=4.522026.03 | 7.1 | 717 | 0.0272 | 0.0522 | 0.0298 | 0.0575 | |
| GEM-RecTrain Ad %=4.52%, lambda=0.52026.03 | 5.4 | 509.7 | 2.75 | 5.3 | 2.98 | 5.76 | |
| GEM-RecTrain Ad %=4.52%, lambda=0.02026.03 | 3.5 | 319.3 | 2.77 | 5.36 | 2.95 | 5.7 | |
| GEM-RecOperating Mode=λ = 0.0, Train Ad %=4.522026.03 | 3.5 | 319 | 0.0277 | 0.0536 | 0.0295 | 0.057 | |
| TIGERTrain Ad %=4.52%2026.03 | 0 | 0 | 2.78 | 5.36 | 2.91 | 5.61 | |
| TIGEROperating Mode=Baseline, Train Ad %=4.522026.03 | 0 | — | 0.0278 | 0.0536 | 0.0291 | 0.0561 |