Sequential Recommendation on Google Reviews
30.8NDCG@10BLUE+SCL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BLUE+SCLMethod=BLUE+SCL2026.05 | 30.8 | 48.4 | |
| LangPTune+SCLMethod=LangPTune+SCL2026.05 | 29.3 | 46 | |
| RLPF+SCLMethod=RLPF+SCL2026.05 | 28.4 | 45.7 | |
| 10H+SCLMethod=10H+SCL2026.05 | 28 | 44.6 | |
| Base+SCLMethod=Base+SCL2026.05 | 27.8 | 44.8 | |
| RLAIF+SCLMethod=RLAIF+SCL2026.05 | 22.6 | 40.4 | |
| SASRec-SemMethod=SASRec-Sem2026.05 | 16.7 | 34 | |
| UnisRecMethod=UnisRec2026.05 | 16.2 | 33.9 | |
| BERT4Rec-SemMethod=BERT4Rec-Sem2026.05 | 12.3 | 27.8 | |
| BLUE+SCLTraining Setting=Supervised Contrastive Learning2026.05 | 0.525 | 0.78 | |
| RLPF+SCLTraining Setting=Supervised Contrastive Learning2026.05 | 0.503 | 0.756 | |
| 10H+SCLTraining Setting=Supervised Contrastive Learning2026.05 | 0.497 | 0.745 | |
| Base+SCLTraining Setting=Supervised Contrastive Learning2026.05 | 0.495 | 0.75 | |
| LangPTune+SCLTraining Setting=Supervised Contrastive Learning2026.05 | 0.494 | 0.747 | |
| RLAIF+SCLTraining Setting=Supervised Contrastive Learning2026.05 | 0.491 | 0.739 | |
| Bert4RecTraining Setting=In-domain2026.05 | 0.454 | 0.661 | |
| UnisRecTraining Setting=In-domain2026.05 | 0.314 | 0.572 | |
| Bert4Rec-SemTraining Setting=In-domain2026.05 | 0.309 | 0.647 | |
| SaSRec-SemTraining Setting=In-domain2026.05 | 0.302 | 0.565 | |
| SASRecTraining Setting=In-domain2026.05 | 0.274 | 0.461 |