Review Writing on Review Writing RW (test)
0.315ROUGE-1CURP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CURPCategory=Ours, Average input length=L, Number of trainable parameters=20M2026.01 | 0.315 | 0.058 | 0.157 | 15 | 0.82 | |
| LoRACategory=Training-based Method, Number of trainable parameters=8M2026.01 | 0.313 | 0.053 | 0.152 | 13 | 0.82 | |
| OPPUCategory=Training-based Method, Number of trainable parameters=8M*U2026.01 | 0.313 | 0.053 | 0.152 | 13 | 0.832 | |
| SPCategory=Training-based Method, Number of trainable parameters=4k2026.01 | 0.305 | 0.055 | 0.151 | 13 | 0.818 | |
| SteerCategory=Prompt-based Method, Average input length=L2026.01 | 0.301 | 0.04 | 0.139 | 12 | 0.833 | |
| CoTCategory=Prompt-based Method, Average input length=10L2026.01 | 0.296 | 0.052 | 0.142 | 16 | 0.841 | |
| RAGCategory=Prompt-based Method, Average input length=9L2026.01 | 0.293 | 0.045 | 0.147 | 14 | 0.828 | |
| ICLCategory=Prompt-based Method, Average input length=9L2026.01 | 0.289 | 0.043 | 0.144 | 13 | 0.83 | |
| PplugCategory=Training-based Method, Number of trainable parameters=40M2026.01 | 0.28 | 0.043 | 0.138 | 13 | 0.828 | |
| PAGCategory=Prompt-based Method, Average input length=2L2026.01 | 0.276 | 0.039 | 0.135 | 10 | 0.815 | |
| ZSCategory=Prompt-based Method, Average input length=L2026.01 | 0.27 | 0.037 | 0.133 | 9 | 0.814 |