Tweet Paraphrasing on Tweet Paraphrasing TP (test)
52.4ROUGE-1Pplug
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PplugCategory=Training-based Method, Number of trainable parameters=40M2026.01 | 52.4 | 26.1 | 46.5 | 109 | 79.7 | |
| CURPCategory=Ours, Average input length=L, Number of trainable parameters=20M2026.01 | 52.2 | 26.3 | 46.3 | 108 | 80.3 | |
| LoRACategory=Training-based Method, Number of trainable parameters=8M2026.01 | 51.8 | 26 | 46.3 | 110 | 79.8 | |
| SPCategory=Training-based Method, Number of trainable parameters=4k2026.01 | 49.1 | 22.5 | 43.1 | 88 | 78.9 | |
| RAGCategory=Prompt-based Method, Average input length=9L2026.01 | 46.4 | 20.5 | 40.8 | 77 | 77.6 | |
| ZSCategory=Prompt-based Method, Average input length=L2026.01 | 44.8 | 18.7 | 39.2 | 70 | 77.6 | |
| ICLCategory=Prompt-based Method, Average input length=9L2026.01 | 44.6 | 19.5 | 39.3 | 71 | 73.2 | |
| SteerCategory=Prompt-based Method, Average input length=L2026.01 | 44.4 | 18.4 | 38.8 | 69 | 77.5 | |
| PAGCategory=Prompt-based Method, Average input length=2L2026.01 | 43.8 | 18.8 | 38.5 | 66 | 70 | |
| CoTCategory=Prompt-based Method, Average input length=10L2026.01 | 38.3 | 14 | 33.5 | 57 | 67.9 |