Summarization on CNN/DM (ROUGE-1 F1)
35.8ROUGE-1 F1DSL-LLaDA-SDE
Evaluation Results
| Method | Links | |
|---|---|---|
| DSL-LLaDA-SDENFE=64, Zero-shot=true2026.05 | 35.8 | |
| DSL-LLaDA-SDENFE=32, Zero-shot=true2026.05 | 35.1 | |
| DSL-LLaDA-SDENFE=16, Zero-shot=true2026.05 | 33 | |
| EBAModel=Llama 8B, n=2562026.06 | 30.02 | |
| EBAModel=Llama 8B, n=1282026.06 | 29.96 | |
| SCeModel=Llama 8B, n=642026.06 | 29.9 | |
| EBAModel=Llama 8B, n=642026.06 | 29.89 | |
| EBAModel=Llama 8B, n=322026.06 | 29.81 | |
| SCeModel=Llama 8B, n=162026.06 | 29.8 | |
| SCeModel=Llama 8B, n=322026.06 | 29.8 | |
| SCeModel=Llama 8B, n=1282026.06 | 29.8 | |
| SCeModel=Llama 8B, n=2562026.06 | 29.8 | |
| EBAModel=Llama 8B, n=162026.06 | 29.74 | |
| SCeModel=Llama 8B, n=82026.06 | 29.6 | |
| EBAModel=Llama 8B, n=82026.06 | 29.58 | |
| SCeModel=Llama 8B, n=42026.06 | 29.5 | |
| EBAModel=Llama 8B, n=42026.06 | 29.47 | |
| EBAModel=Llama 8B, n=12026.06 | 29.21 | |
| SCeModel=Llama 8B, n=12026.06 | 29.2 | |
| USCModel=Llama 8B, n=12026.06 | 29.2 | |
| RandomModel=Llama 8B, n=12026.06 | 29.2 | |
| RandomModel=Llama 8B, n=42026.06 | 29.2 | |
| RandomModel=Llama 8B, n=82026.06 | 29.2 | |
| RandomModel=Llama 8B, n=162026.06 | 29.2 | |
| RandomModel=Llama 8B, n=322026.06 | 29.2 | |
| RandomModel=Llama 8B, n=642026.06 | 29.2 | |
| RandomModel=Llama 8B, n=1282026.06 | 29.2 | |
| RandomModel=Llama 8B, n=2562026.06 | 29.2 | |
| USCModel=Llama 8B, n=42026.06 | 28.8 | |
| USCModel=Llama 8B, n=2562026.06 | 28.6 | |
| LLaDA*NFE=64, Zero-shot=true2026.05 | 28.4 | |
| USCModel=Llama 8B, n=82026.06 | 28.4 | |
| USCModel=Llama 8B, n=1282026.06 | 28.3 | |
| LLaDANFE=16, Zero-shot=true2026.05 | 28.2 | |
| USCModel=Llama 8B, n=162026.06 | 28.2 | |
| USCModel=Llama 8B, n=322026.06 | 28.2 | |
| USCModel=Llama 8B, n=642026.06 | 28.2 | |
| EBAModel=Qwen 8B, n=2562026.06 | 28.19 | |
| EBAModel=Qwen 8B, n=1282026.06 | 28.12 | |
| EBAModel=Qwen 8B, n=642026.06 | 28.11 | |
| DSL-LLaDA-SDENFE=8, Zero-shot=true2026.05 | 28.1 | |
| EBAModel=Qwen 8B, n=322026.06 | 28.07 | |
| EBAModel=Qwen 8B, n=162026.06 | 28.03 | |
| EBAModel=Qwen 8B, n=82026.06 | 27.94 | |
| EBAModel=Qwen 8B, n=42026.06 | 27.87 | |
| SCeModel=Qwen 8B, n=12026.06 | 27.8 | |
| SCeModel=Qwen 8B, n=42026.06 | 27.8 | |
| SCeModel=Qwen 8B, n=82026.06 | 27.8 | |
| SCeModel=Qwen 8B, n=162026.06 | 27.8 | |
| SCeModel=Qwen 8B, n=322026.06 | 27.8 | |
| USCModel=Qwen 8B, n=12026.06 | 27.8 | |
| RandomModel=Qwen 8B, n=12026.06 | 27.8 | |
| RandomModel=Qwen 8B, n=42026.06 | 27.8 | |
| RandomModel=Qwen 8B, n=82026.06 | 27.8 | |
| RandomModel=Qwen 8B, n=162026.06 | 27.8 | |
| RandomModel=Qwen 8B, n=322026.06 | 27.8 | |
| RandomModel=Qwen 8B, n=642026.06 | 27.8 | |
| RandomModel=Qwen 8B, n=1282026.06 | 27.8 | |
| RandomModel=Qwen 8B, n=2562026.06 | 27.8 | |
| EBAModel=Qwen 8B, n=12026.06 | 27.79 | |
| SCeModel=Qwen 8B, n=642026.06 | 27.7 | |
| SCeModel=Qwen 8B, n=1282026.06 | 27.7 | |
| SCeModel=Qwen 8B, n=2562026.06 | 27.7 | |
| USCModel=Qwen 8B, n=642026.06 | 27.7 | |
| USCModel=Qwen 8B, n=2562026.06 | 27.7 | |
| USCModel=Qwen 8B, n=42026.06 | 27.6 | |
| USCModel=Qwen 8B, n=162026.06 | 27.6 | |
| USCModel=Qwen 8B, n=322026.06 | 27.6 | |
| USCModel=Qwen 8B, n=1282026.06 | 27.6 | |
| USCModel=Qwen 8B, n=82026.06 | 27.5 | |
| LLaDA ReMDMNFE=16, Zero-shot=true2026.05 | 27.1 | |
| LLaDANFE=32, Zero-shot=true2026.05 | 25.4 | |
| LLaDA ReMDMNFE=8, Zero-shot=true2026.05 | 23.3 | |
| LLaDANFE=8, Zero-shot=true2026.05 | 23.1 | |
| LLaDA ReMDMNFE=32, Zero-shot=true2026.05 | 20.9 | |
| LLaDA*NFE=32, Zero-shot=true2026.05 | 18.7 | |
| LLaDANFE=64, Zero-shot=true2026.05 | 18.2 | |
| LLaDA ReMDMNFE=64, Zero-shot=true2026.05 | 9.2 | |
| LLaDA*NFE=8, Zero-shot=true2026.05 | 8.6 | |
| LLaDA*NFE=16, Zero-shot=true2026.05 | 8.3 |