Generative Recommendation on Steam
93.7Ad RateGEM-Rec
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GEM-RecTrain Ad %=3.49%, lambda=10.02026.03 | 93.7 | 30,598.5 | 1.5 | 2.12 | 16.6 | 20.7 | |
| GEM-RecTrain Ad %=3.49%, lambda=7.52026.03 | 76.3 | 24,086.6 | 4.19 | 5.42 | 15.82 | 19.78 | |
| GEM-RecTrain Ad %=3.49%, lambda=5.02026.03 | 40.6 | 12,224.1 | 9.2 | 11.73 | 15.12 | 19.17 | |
| GEM-RecTrain Ad %=3.49%, lambda=2.02026.03 | 8.9 | 2,390.2 | 13.22 | 16.72 | 14.64 | 18.54 | |
| GEM-RecTrain Ad %=3.49%, lambda=1.02026.03 | 4.7 | 1,173.6 | 13.81 | 17.42 | 14.67 | 18.53 | |
| GEM-RecOperating Mode=λ = 1.0, Train Ad %=3.492026.03 | 4.7 | 1,173 | 0.1381 | 0.1742 | 0.1467 | 0.1853 | |
| GEM-RecTrain Ad %=3.49%, lambda=0.52026.03 | 3.6 | 815.4 | 14.01 | 17.7 | 14.72 | 18.62 | |
| GEM-RecTrain Ad %=3.49%, lambda=0.02026.03 | 2.5 | 535.3 | 14.11 | 17.82 | 14.68 | 18.57 | |
| GEM-RecOperating Mode=λ = 0.0, Train Ad %=3.492026.03 | 2.5 | 535 | 0.1411 | 0.1782 | 0.1468 | 0.1857 | |
| TIGERTrain Ad %=3.49%2026.03 | 0 | 0 | 14.42 | 18.18 | 14.87 | 18.75 | |
| TIGEROperating Mode=Baseline, Train Ad %=3.492026.03 | 0 | — | 0.1442 | 0.1818 | 0.1487 | 0.1875 |