Summarization on CNN/DM (ROUGE-L, FactKB, BERT-P)
37.52ROUGE-LContext-aware CFB
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Context-aware CFBModel=Llama2-13B2026.04 | 37.52 | 98.69 | 89.62 | |
| Static CFBModel=Llama2-13B2026.04 | 37.4 | 98.85 | 89.61 | |
| Static CFBModel=Llama3-8B2026.04 | 36.79 | 95.15 | 89.63 | |
| Context-aware CFBModel=Llama3-8B2026.04 | 36.78 | 97.23 | 89.85 | |
| Token-aware CFBModel=Llama2-13B2026.04 | 36.16 | 97.24 | 89.83 | |
| CADModel=Llama3-8B2026.04 | 35.92 | 94.57 | 89.07 | |
| Token-aware CFBModel=Llama3-8B2026.04 | 35.81 | 94.31 | 89.38 | |
| CADModel=Llama2-13B2026.04 | 35.63 | 97.26 | 89.38 | |
| Token-aware CFBModel=Mistral-7B2026.04 | 34.52 | 96.87 | 89.44 | |
| Static CFBModel=Mistral-7B2026.04 | 34.22 | 95.37 | 89.48 | |
| Context-aware CFBModel=Mistral-7B2026.04 | 34.05 | 95.93 | 89.51 | |
| CADModel=Mistral-7B2026.04 | 33.19 | 96.39 | 89.65 | |
| ADACADModel=Mistral-7B2026.04 | 25.71 | 85.67 | 86.2 | |
| ADACADModel=Llama2-13B2026.04 | 24.1 | 89.97 | 85.6 | |
| COIECDModel=Mistral-7B2026.04 | 22.65 | 75.08 | 84.84 | |
| ADACADModel=Llama3-8B2026.04 | 21.8 | 87.67 | 84.6 | |
| COIECDModel=Llama2-13B2026.04 | 19.37 | 80.19 | 83.57 | |
| COIECDModel=Llama3-8B2026.04 | 19.11 | 83.46 | 83.96 |