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ResearchFormerly WizWand

Text Classification on PubMed

89.93micro-F1LAGAMC
23.619640.834858.0575.2652Sep 10, 2021Apr 30, 2022Dec 18, 2022Aug 7, 2023Mar 26, 2024Nov 13, 2024Jul 3, 2025
Updated 8mo ago

Evaluation results

MethodLinks
LAGAMCTrainable Parameters (M)=22.692025.0689.9380.81
T5-LargeTrainable Parameters (M)=22.682025.0689.979.35
T5-BaseTrainable Parameters (M)=22.322025.0689.8778.56
ReneeTrainable Parameters (M)=822025.0689.7478.12
DeepXMLTrainable Parameters (M)=1612025.0688.4175.96
DEXATrainable Parameters (M)=1342025.0687.2574.22
SiameseXMLTrainable Parameters (M)=1152025.0686.4272.98
GalaXCTrainable Parameters (M)=412025.0685.9171.34
XLNetTrainable Parameters (M)=1102025.0685.3370.81
ROBERTaTrainable Parameters (M)=1252025.0685.1970.54
BERTTrainable Parameters (M)=1102025.0685.0570.99
AttentionXMLTrainable Parameters (M)=1122025.0684.3969.11
TextRNNTrainable Parameters (M)=3.862025.0683.1167.72
AttentiveConvNetTrainable Parameters (M)=3.912025.0682.6566.33
TextCNNTrainable Parameters (M)=3.882025.0682.6266.4
StarTransformerTrainable Parameters (M)=3.842025.0682.3567.35
DoMIXFinetune=DoMIX2025.0773.61—
KDFinetune=Full2025.0773.04—
DASFinetune=Full2025.0772.99—
KDFinetune=LoRA2025.0772.97—
EWCFinetune=Full2025.0772.96—
NCLFinetune=Full2025.0772.89—
NCLFinetune=LoRA2025.0772.63—
Seperate LoRAFinetune=Full2025.0772.52—
Seperate LoRAFinetune=LoRA2025.0772.5—
Joint LoRAFinetune=Full2025.0772.48—
ROBERTaFinetune=LoRA2025.0772.4—
EWCFinetune=LoRA2025.0772.27—
DASFinetune=LoRA2025.0772.27—
ROBERTaFinetune=Full2025.0772.2—
Joint LoRAFinetune=LoRA2025.0772.15—
NTR-FLloss_function=negative-tolerant regularization FL2021.0963.1538.85
CB-NTRloss_function=class balanced FL with negative regularization2021.0963.0239.95
DBloss_function=distribution balanced loss2021.0962.3940.48
CB-NTRloss_function=class balanced FL with negative regularization2021.0961.0718.4
DB-0FLloss_function=distribution balance with no FL2021.0960.9934.92
NTR-FLloss_function=negative-tolerant regularization FL2021.0960.9216.99
SVMmodel_type=one-vs-rest SVM2021.0960.7734.33
CBloss_function=class balanced focal loss2021.0960.7533.4
DBloss_function=distribution balanced loss2021.0960.6319.19
FLloss_function=focal loss2021.0960.4333.69
R-FLloss_function=rebalanced focal loss2021.0959.8534.09
DB-0FLloss_function=distribution balance with no FL2021.0958.9515.15
CBloss_function=class balanced focal loss2021.0958.5713.67
SVMmodel_type=one-vs-rest SVM2021.0958.5413.31
FLloss_function=focal loss2021.0958.313.94
R-FLloss_function=rebalanced focal loss2021.0957.914.66
ChatGPT2025.0642.6526.33
BCEloss_function=binary cross entropy2021.0927.610.06
BCEloss_function=binary cross entropy2021.0926.170.02