Personalized Long-Form Generation on Topic Writing
31.39ROUGE-1FlyThinker
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FlyThinkerMethod Identity=Ours2025.12 | 31.39 | 13.62 | 4.0606 | 24.09 | 72.05 | 71.03 | |
| SFTTraining Mode=Tuning-based2025.12 | 29.16 | 13.45 | 3.8876 | 20.13 | 70.67 | 61.11 | |
| CoTTraining Mode=Tuning-based2025.12 | 28.46 | 13.04 | 3.002 | 19.67 | 71.38 | 43.63 | |
| LLM-TRSRTraining Mode=Tuning-based2025.12 | 28.39 | 12.8 | 1.5552 | 19.22 | 70.4 | 16.5 | |
| CoconutTraining Mode=Tuning-based2025.12 | 27.86 | 13.17 | 3.0736 | 18.23 | 70.12 | 42.76 | |
| NextQuillTraining Mode=Tuning-based2025.12 | 27.55 | 12.69 | 2.1006 | 18.17 | 69.38 | 23.92 | |
| RAGTraining Mode=Tuning-free2025.12 | 25.33 | 10.99 | 1.4339 | 22.53 | 69.66 | 11.68 | |
| Non-persTraining Mode=Tuning-free2025.12 | 23.89 | 10.57 | 1.119 | 18.69 | 69.86 | — | |
| CoSTraining Mode=Tuning-free2025.12 | 23.07 | 10.56 | 1.5426 | 21.34 | 68.91 | 9.42 |