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Text Classification on IMDB (Accuracy)

88.96AccuracySDBN-Adapter
82.25283.993585.73587.4765Jun 9, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SDBN-AdapterData %=100%, Base Model=BERT-base2026.0688.96
SDBN-LoRAData %=100%, Base Model=BERT-base2026.0688.89
LoRAData %=100%, Base Model=BERT-base2026.0688.3
SDBN-LoRAData %=50%, Base Model=BERT-base2026.0687.98
SDBN-AdapterData %=50%, Base Model=BERT-base2026.0687.97
SDBN-BitFitData %=100%, Base Model=BERT-base2026.0687.87
AdapterData %=100%, Base Model=BERT-base2026.0687.71
LoRAData %=50%, Base Model=BERT-base2026.0687.52
SDBN-BitFitData %=50%, Base Model=BERT-base2026.0687.46
BitFitData %=100%, Base Model=BERT-base2026.0687.03
BitFitData %=50%, Base Model=BERT-base2026.0686.84
SDBN-AdapterData %=20%, Base Model=BERT-base2026.0686.7
AdapterData %=50%, Base Model=BERT-base2026.0686.68
SDBN-LoRAData %=20%, Base Model=BERT-base2026.0686.56
SDBN-BitFitData %=20%, Base Model=BERT-base2026.0686.44
LoRAData %=20%, Base Model=BERT-base2026.0686.21
SDBN-LoRAData %=10%, Base Model=BERT-base2026.0686
AdapterData %=20%, Base Model=BERT-base2026.0685.52
LoRAData %=10%, Base Model=BERT-base2026.0685.46
SDBN-AdapterData %=10%, Base Model=BERT-base2026.0685.39
SDBN-LoRAData %=5%, Base Model=BERT-base2026.0685.22
BitFitData %=20%, Base Model=BERT-base2026.0685.13
SDBN-AdapterData %=5%, Base Model=BERT-base2026.0684.89
AdapterData %=10%, Base Model=BERT-base2026.0684.78
LoRAData %=5%, Base Model=BERT-base2026.0684.63
SDBN-BitFitData %=10%, Base Model=BERT-base2026.0684.56
AdapterData %=5%, Base Model=BERT-base2026.0684.08
BitFitData %=10%, Base Model=BERT-base2026.0684.01
SDBN-BitFitData %=5%, Base Model=BERT-base2026.0683.64
BitFitData %=5%, Base Model=BERT-base2026.0682.51