Summarization on PubMed (ROUGE-1 F1)
42.2ROUGE-1 F1LLaDA
Evaluation results
| Method | Links | |
|---|---|---|
| LLaDANFE=64, Zero-shot=true2026.05 | 42.2 | |
| LLaDA ReMDMNFE=64, Zero-shot=true2026.05 | 42.2 | |
| DSL-LLaDA-SDENFE=64, Zero-shot=true2026.05 | 39.5 | |
| LLaDA*NFE=64, Zero-shot=true2026.05 | 37.8 | |
| DSL-LLaDA-SDENFE=32, Zero-shot=true2026.05 | 36.9 | |
| LLaDANFE=32, Zero-shot=true2026.05 | 36.5 | |
| LLaDA ReMDMNFE=32, Zero-shot=true2026.05 | 36.3 | |
| DSL-LLaDA-SDENFE=16, Zero-shot=true2026.05 | 32.2 | |
| DSL-LLaDA-SDENFE=8, Zero-shot=true2026.05 | 29.4 | |
| LLaDA*NFE=32, Zero-shot=true2026.05 | 20.9 | |
| LLaDANFE=16, Zero-shot=true2026.05 | 20.2 | |
| LLaDA ReMDMNFE=16, Zero-shot=true2026.05 | 19.7 | |
| LLaDANFE=8, Zero-shot=true2026.05 | 11.9 | |
| LLaDA ReMDMNFE=8, Zero-shot=true2026.05 | 11.5 | |
| LLaDA*NFE=16, Zero-shot=true2026.05 | 7.5 | |
| LLaDA*NFE=8, Zero-shot=true2026.05 | 6.1 |