Personalized Long-Form Generation on LONGLAMP Topic Writing (user-based)
0.3139ROUGE-1FlyThinker
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FlyThinkerBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 0.3139 | 0.1362 | 4.0606 | 0.2409 | |
| SFTBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 0.2916 | 0.1345 | 3.8876 | 0.2013 | |
| CoTBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 0.2846 | 0.1304 | 3.002 | 0.1967 | |
| LLM-TRSRBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 0.2839 | 0.128 | 1.5552 | 0.1922 | |
| CoconutBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 0.2786 | 0.1317 | 3.0736 | 0.1823 | |
| NextQuillBackbone=Qwen2.5-3B-Instruct, Type=Tuning-based2025.12 | 0.2755 | 0.1269 | 2.1006 | 0.1817 | |
| RAGBackbone=Qwen2.5-3B-Instruct, Type=Tuning-free2025.12 | 0.2533 | 0.1099 | 1.4339 | 0.2253 | |
| Non-persBackbone=Qwen2.5-3B-Instruct, Type=Tuning-free2025.12 | 0.2389 | 0.1057 | 1.119 | 0.1869 | |
| CoSBackbone=Qwen2.5-3B-Instruct, Type=Tuning-free2025.12 | 0.2307 | 0.1056 | 1.5426 | 0.2134 |