Text Classification on Restaurant
87.75AccuracySeperate LoRA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Seperate LoRAPretrain=Seperate LoRA, Finetune=Full, Domain ID required=true2025.07 | 87.75 | 81.07 | |
| DASPretrain=DAS, Finetune=Full, Domain ID required=false2025.07 | 87.57 | 80.9 | |
| NCLPretrain=NCL, Finetune=Full, Domain ID required=false2025.07 | 87.56 | 80.87 | |
| DASPretrain=DAS, Finetune=LoRA, Domain ID required=false2025.07 | 87.44 | 80.62 | |
| EWCPretrain=EWC, Finetune=LoRA, Domain ID required=false2025.07 | 87.38 | 80.32 | |
| EWCPretrain=EWC, Finetune=Full, Domain ID required=false2025.07 | 87.33 | 80.42 | |
| Joint LoRAPretrain=Joint LoRA, Finetune=Full, Domain ID required=false2025.07 | 87.31 | 80.51 | |
| KDPretrain=KD, Finetune=Full, Domain ID required=false2025.07 | 87.27 | 80.41 | |
| KDPretrain=KD, Finetune=LoRA, Domain ID required=false2025.07 | 87.18 | 80.21 | |
| Seperate LoRAPretrain=Seperate LoRA, Finetune=LoRA, Domain ID required=true2025.07 | 86.75 | 79.24 | |
| ROBERTaPretrain=ROBERTa, Finetune=Full, Domain ID required=false2025.07 | 86.67 | 79.25 | |
| DoMIXPretrain=Seperate LORA, Finetune=DoMIX, Domain ID required=false2025.07 | 86.67 | 79.3 | |
| Joint LoRAPretrain=Joint LoRA, Finetune=LoRA, Domain ID required=false2025.07 | 86.63 | 79.43 | |
| NCLPretrain=NCL, Finetune=LoRA, Domain ID required=false2025.07 | 86.38 | 78.69 | |
| ROBERTaPretrain=ROBERTa, Finetune=LoRA, Domain ID required=false2025.07 | 86.17 | 78.6 |