Headline Generation on News Headline (test)
20ROUGE-1CURP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CURPCategory=Ours, Average input length=L, Number of trainable parameters=20M2026.01 | 20 | 6 | 17.9 | 28 | 78 | |
| OPPUCategory=Training-based Method, Number of trainable parameters=8M*U2026.01 | 19.2 | 5.6 | 17 | 26 | 78.4 | |
| PplugCategory=Training-based Method, Number of trainable parameters=40M2026.01 | 18.2 | 5.4 | 16.2 | 29 | 70 | |
| SPCategory=Training-based Method, Number of trainable parameters=4k2026.01 | 17.8 | 4.9 | 15.7 | 25 | 69.8 | |
| LoRACategory=Training-based Method, Number of trainable parameters=8M2026.01 | 17.1 | 4.3 | 15.3 | 20 | 77 | |
| RAGCategory=Prompt-based Method, Average input length=9L2026.01 | 17 | 4.7 | 15.1 | 24 | 71.9 | |
| CoTCategory=Prompt-based Method, Average input length=10L2026.01 | 16.1 | 4.1 | 14.3 | 21 | 71.3 | |
| ICLCategory=Prompt-based Method, Average input length=9L2026.01 | 15.8 | 4 | 14.1 | 19 | 71.3 | |
| PAGCategory=Prompt-based Method, Average input length=2L2026.01 | 15.2 | 3.3 | 13.2 | 16 | 70.8 | |
| SteerCategory=Prompt-based Method, Average input length=L2026.01 | 14.6 | 3.1 | 12.6 | 14 | 68.7 | |
| ZSCategory=Prompt-based Method, Average input length=L2026.01 | 14.5 | 3 | 12.3 | 14 | 68.3 |