Personalized Long-Form Generation on LONGLAMP Product Review (user-based split)
36.63ROUGE-1FlyThinker
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FlyThinkerBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 36.63 | 15.6 | 4.362 | 24.89 | |
| SFTBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 35.51 | 15.36 | 3.9112 | 23.09 | |
| CoTBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 34.66 | 15.08 | 3.3705 | 22.2 | |
| CoconutBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 33.81 | 14.96 | 3.3213 | 20.93 | |
| LLM-TRSRBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 33.77 | 14.5 | 2.3279 | 21.22 | |
| NextQuillBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 33.11 | 15.18 | 2.6599 | 21.72 | |
| RAGBackbone=Qwen2.5-3B-Instruct, Type=Tuning-free2025.12 | 31.76 | 14.2 | 3.299 | 23.09 | |
| Non-persBackbone=Qwen2.5-3B-Instruct, Type=Tuning-free2025.12 | 28.39 | 13.17 | 1.5357 | 17.83 | |
| CoSBackbone=Qwen2.5-3B-Instruct, Type=Tuning-free2025.12 | 27.81 | 13.47 | 2.9677 | 21.89 |