Question Answering on ALIGNX Reddit QA(RQ) (val)
18.9ROUGE-1CURP
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CURPCategory=Ours, Average input length=L, Number of trainable parameters=20M2026.01 | 18.9 | 2.7 | 12 | 71 | 85 | |
| OPPUCategory=Training-based Method, Number of trainable parameters=8M*U2026.01 | 17.2 | 2.1 | 11 | 66 | 84.5 | |
| LoRACategory=Training-based Method, Number of trainable parameters=8M2026.01 | 16.1 | 2.6 | 11.3 | 70 | 82.8 | |
| PAGCategory=Prompt-based Method, Average input length=2L2026.01 | 15.4 | 1.6 | 8.2 | 38 | 86.4 | |
| ICLCategory=Prompt-based Method, Average input length=9L2026.01 | 15.1 | 1.4 | 9.6 | 53 | 84.1 | |
| PplugCategory=Training-based Method, Number of trainable parameters=40M2026.01 | 14.9 | 1.3 | 9.5 | 51 | 83.1 | |
| SPCategory=Training-based Method, Number of trainable parameters=4k2026.01 | 14.7 | 1.3 | 9.3 | 51 | 83.2 | |
| RAGCategory=Prompt-based Method, Average input length=9L2026.01 | 14.2 | 1.3 | 9.2 | 51 | 82.9 | |
| SteerCategory=Prompt-based Method, Average input length=L2026.01 | 14 | 1.3 | 9 | 50 | 82.8 | |
| ZSCategory=Prompt-based Method, Average input length=L2026.01 | 13.4 | 1.2 | 8.8 | 47 | 82.6 | |
| CoTCategory=Prompt-based Method, Average input length=10L2026.01 | 11.3 | 0.9 | 7.6 | 39 | 80.7 |