Personalized Long-Form Generation on Abstract Generation
0.3716ROUGE-1FlyThinker
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FlyThinkerMethod Identity=Ours2025.12 | 0.3716 | 0.209 | 6.3383 | 0.2549 | 0.8858 | 15.85 | |
| CoTTraining Mode=Tuning-based2025.12 | 0.3685 | 0.2071 | 5.8538 | 0.2469 | 0.9023 | 13.06 | |
| SFTTraining Mode=Tuning-based2025.12 | 0.3602 | 0.2062 | 5.8189 | 0.2392 | 0.8812 | 11.18 | |
| LLM-TRSRTraining Mode=Tuning-based2025.12 | 0.3583 | 0.2056 | 5.5359 | 0.2371 | 0.8819 | 9.61 | |
| CoconutTraining Mode=Tuning-based2025.12 | 0.3542 | 0.2041 | 5.2378 | 0.2298 | 0.8812 | 7.28 | |
| NextQuillTraining Mode=Tuning-based2025.12 | 0.3501 | 0.2038 | 5.4388 | 0.231 | 0.8737 | 7.79 | |
| Non-persTraining Mode=Tuning-free2025.12 | 0.3276 | 0.1717 | 4.5814 | 0.2476 | 0.8616 | — | |
| RAGTraining Mode=Tuning-free2025.12 | 0.3168 | 0.1616 | 3.4047 | 0.2998 | 0.8818 | -2.28 | |
| CoSTraining Mode=Tuning-free2025.12 | 0.2973 | 0.1576 | 3.2591 | 0.3023 | 0.8952 | -4.06 |