Personalized Long-Form Generation on LONGLAMP Abstract Generation (user-based split)
37.16ROUGE-1FlyThinker
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FlyThinkerBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 37.16 | 20.9 | 63.383 | 25.49 | |
| CoTBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 36.85 | 20.71 | 58.538 | 24.69 | |
| SFTBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 36.02 | 20.62 | 58.189 | 23.92 | |
| LLM-TRSRBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 35.83 | 20.56 | 55.359 | 23.71 | |
| CoconutBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 35.42 | 20.41 | 52.378 | 22.98 | |
| NextQuillBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 35.01 | 20.38 | 54.388 | 23.1 | |
| Non-persBackbone=Qwen2.5-3B-Instruct, Type=Tuning-free2025.12 | 32.76 | 17.17 | 45.814 | 24.76 | |
| RAGBackbone=Qwen2.5-3B-Instruct, Type=Tuning-free2025.12 | 31.68 | 16.16 | 34.047 | 29.98 | |
| CoSBackbone=Qwen2.5-3B-Instruct, Type=Tuning-free2025.12 | 29.73 | 15.76 | 32.591 | 30.23 |