Personalized Recommendation on RecBench+ Movie
74.8Score (Simple)ReRec
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ReRecCategory=RFT-trained Model, Base Model=Llama-3.2-3B-Instruct2026.04 | 74.8 | 70 | 72.9 | 71.9 | 80 | |
| REINFORCE++Category=RFT-trained Model, Base Model=Llama-3.2-3B-Instruct2026.04 | 69.9 | 62.3 | 59.7 | 67.6 | 77.1 | |
| RLOOCategory=RFT-trained Model, Base Model=Llama-3.2-3B-Instruct2026.04 | 69.3 | 60.9 | 61.4 | 62.7 | 68.8 | |
| GRPOCategory=RFT-trained Model, Base Model=Llama-3.2-3B-Instruct2026.04 | 68.6 | 60 | 64.4 | 65.1 | 64.2 | |
| ReRecCategory=RFT-trained Model, Base Model=Qwen-2.5-3B-Instruct2026.04 | 59.5 | 54.8 | 54.7 | 58.8 | 67 | |
| REINFORCE++Category=RFT-trained Model, Base Model=Qwen-2.5-3B-Instruct2026.04 | 57.8 | 52.3 | 50.6 | 55.6 | 63.7 | |
| CRAGCategory=LLM-based CRS2026.04 | 56 | 53.1 | 19.5 | 55.7 | 51.3 | |
| RLOOCategory=RFT-trained Model, Base Model=Qwen-2.5-3B-Instruct2026.04 | 56 | 49.5 | 52.9 | 57.3 | 61.4 | |
| GPT-4oCategory=LLM Backbone2026.04 | 55.4 | 51.9 | 18.8 | 55 | 50.4 | |
| GRPOCategory=RFT-trained Model, Base Model=Qwen-2.5-3B-Instruct2026.04 | 54.9 | 50.2 | 46.1 | 57.9 | 64.8 | |
| InteRecAgentCategory=LLM-based CRS2026.04 | 54.2 | 52.9 | 17.8 | 56.3 | 54.8 | |
| Deepseek-R1Category=LLM Backbone2026.04 | 53.7 | 51 | 20 | 45.9 | 42.5 | |
| TallRecCategory=LLM-based CRS2026.04 | 53.7 | 53.3 | 28.4 | 57.1 | 50.9 | |
| Qwen-2.5-3B-InstructCategory=LLM Backbone2026.04 | 28.4 | 13.5 | 10.1 | 36.9 | 45 | |
| Llama-3.2-3B-InstructCategory=LLM Backbone2026.04 | 10.7 | 5.2 | 2.9 | 9.7 | 19.3 | |
| DS-R1-Distill-Qwen-7BCategory=LLM Backbone2026.04 | 8.3 | 4.1 | 4 | 13.3 | 16.5 |