Personalized Long-Form Generation on Product Review
36.63ROUGE-1FlyThinker
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FlyThinkerMethod Identity=Ours2025.12 | 36.63 | 15.6 | 4.362 | 24.89 | 77.55 | 55.24 | |
| SFTTraining Mode=Tuning-based2025.12 | 35.51 | 15.36 | 3.9112 | 23.09 | 76.81 | 45.99 | |
| CoTTraining Mode=Tuning-based2025.12 | 34.66 | 15.08 | 3.3705 | 22.2 | 75.87 | 36.68 | |
| CoconutTraining Mode=Tuning-based2025.12 | 33.81 | 14.96 | 3.3213 | 20.93 | 75.78 | 33.8 | |
| LLM-TRSRTraining Mode=Tuning-based2025.12 | 33.77 | 14.5 | 2.3279 | 21.22 | 75.73 | 20.45 | |
| NextQuillTraining Mode=Tuning-based2025.12 | 33.11 | 15.18 | 2.6599 | 21.72 | 75.8 | 25.92 | |
| RAGTraining Mode=Tuning-free2025.12 | 31.76 | 14.2 | 3.299 | 23.09 | 74.82 | 33.08 | |
| Non-persTraining Mode=Tuning-free2025.12 | 28.39 | 13.17 | 1.5357 | 17.83 | 73.8 | — | |
| CoSTraining Mode=Tuning-free2025.12 | 27.81 | 13.47 | 2.9677 | 21.89 | 72.13 | 22.8 |