Text Rewriting on Wikipedia biographies (test)
48.5Linkable N-gram Proportion (arity=1)Baseline LLM-based rewriting
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Baseline LLM-based rewritingspan_strategy=without specified spans to rephrase, base_model=Qwen3-4B2025.10 | 48.5 | 55.3 | 98.9 | 99.4 | 10.7 | |
| Handcrafted paraphrasing2025.10 | 25.6 | 35.5 | 95.2 | 97.8 | 19.17 | |
| DP-based rewritingepsilon (ϵ)=1002025.10 | 5.1 | 9.1 | 61.8 | 80.8 | 136 | |
| LLM-based rewriting w/ list of spansspan_extraction_arity=1, base_model=Qwen3-4B2025.10 | 1 | 34.6 | 84.1 | 91.4 | 12.9 | |
| DP-based rewritingepsilon (ϵ)=102025.10 | 0.8 | 0.9 | 26.8 | 60.8 | 2,122 | |
| LLM-based rewriting w/ list of spansspan_extraction_arity=arity ≤ 3, base_model=Qwen3-4B2025.10 | 0.2 | 0.3 | 73.3 | 85.8 | 14.7 |