Ranking on KuaiRec Trend Promotion (test)
62.2N@5GPT-4o
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GPT-4oCategory=Zero-Shot LLMs, Generalization Setting=Train: Max-Interest → Test: Trend Promotion2026.03 | 62.2 | 64.7 | 84.4 | 30.6 | 11.2 | |
| STARCategory=Traditional Rerankers, Generalization Setting=Train: Max-Interest → Test: Trend Promotion2026.03 | 57.9 | 62.4 | 82.1 | 16.4 | 9.5 | |
| Qwen2.5-3B-Instruct + FlexRecCategory=Post-Trained LLMs, Generalization Setting=Train: Max-Interest → Test: Trend Promotion, Training Condition=trained on Max-Interest2026.03 | 56.3 | 61.1 | 81.6 | 16.7 | 12.4 | |
| Qwen2.5-3B-InstructCategory=Zero-Shot LLMs, Generalization Setting=Train: Max-Interest → Test: Trend Promotion2026.03 | 54 | 58.2 | 80.8 | 23 | 17.6 | |
| Qwen2.5-3B-Instruct + Rec-R1Category=Post-Trained LLMs, Generalization Setting=Train: Max-Interest → Test: Trend Promotion, Training Condition=trained on Max-Interest2026.03 | 49.8 | 55.2 | 79.1 | 15.8 | 12 | |
| Qwen2.5-3B-Instruct + TALLRecCategory=Post-Trained LLMs, Generalization Setting=Train: Max-Interest → Test: Trend Promotion, Training Condition=trained on Max-Interest2026.03 | 49.3 | 55.2 | 79 | 15.2 | 11.8 | |
| BERT4RecCategory=Traditional Rerankers, Generalization Setting=Train: Max-Interest → Test: Trend Promotion2026.03 | 47.9 | 52 | 77.4 | 12.3 | 8.5 | |
| Qwen2.5-3B-Instruct + Rank-GRPOCategory=Post-Trained LLMs, Generalization Setting=Train: Max-Interest → Test: Trend Promotion, Training Condition=trained on Max-Interest2026.03 | 47.2 | 53.1 | 78 | 11.5 | 8 |