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ResearchFormerly WizWand

Text Classification on Restaurant

87.75AccuracySeperate LoRA
86.106886.533486.9687.3866Jul 3, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Seperate LoRAPretrain=Seperate LoRA, Finetune=Full, Domain ID required=true2025.0787.7581.07
DASPretrain=DAS, Finetune=Full, Domain ID required=false2025.0787.5780.9
NCLPretrain=NCL, Finetune=Full, Domain ID required=false2025.0787.5680.87
DASPretrain=DAS, Finetune=LoRA, Domain ID required=false2025.0787.4480.62
EWCPretrain=EWC, Finetune=LoRA, Domain ID required=false2025.0787.3880.32
EWCPretrain=EWC, Finetune=Full, Domain ID required=false2025.0787.3380.42
Joint LoRAPretrain=Joint LoRA, Finetune=Full, Domain ID required=false2025.0787.3180.51
KDPretrain=KD, Finetune=Full, Domain ID required=false2025.0787.2780.41
KDPretrain=KD, Finetune=LoRA, Domain ID required=false2025.0787.1880.21
Seperate LoRAPretrain=Seperate LoRA, Finetune=LoRA, Domain ID required=true2025.0786.7579.24
ROBERTaPretrain=ROBERTa, Finetune=Full, Domain ID required=false2025.0786.6779.25
DoMIXPretrain=Seperate LORA, Finetune=DoMIX, Domain ID required=false2025.0786.6779.3
Joint LoRAPretrain=Joint LoRA, Finetune=LoRA, Domain ID required=false2025.0786.6379.43
NCLPretrain=NCL, Finetune=LoRA, Domain ID required=false2025.0786.3878.69
ROBERTaPretrain=ROBERTa, Finetune=LoRA, Domain ID required=false2025.0786.1778.6