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ResearchFormerly WizWand

Text Classification on ohsumed

77.1AccuracyBioBERT
50.0657.0864.171.12Sep 8, 2021Jun 17, 2022Mar 26, 2023Jan 2, 2024Oct 10, 2024Jul 19, 2025Apr 28, 2026
Updated 6mo ago

Evaluation results

MethodLinks
BioBERT2022.0177.1—
Clinical-Longformer2022.0176.6—
G-LossBackbone=RoBERTa-large2026.0475.76—
Clinical-BigBird2022.0175.2—
ClinicalBERT2022.0174.1—
Bert-GCN2026.0472.8—
RoBerta-GCN2026.0472.8—
BERT2022.0171.7—
G-LossBackbone=BERT-base2026.0471.48—
BERTSetting=Inductive2021.0971.460.54
BERT w/ shuf. augm.Setting=Inductive2021.0970.940.6
RoBERTa-large2026.0470.7—
BERT-base2026.0470.5—
TensorGCNSetting=Transductive2021.0970.11—
TensorGCN2026.0470.11—
HyperGATSetting=Inductive2021.0969.90.34
DistilBERTSetting=Inductive2021.0969.080.6
SGCSetting=Transductive2021.0968.50.3
TextGCNSetting=Transductive2021.0968.36—
TextGCN2026.0468.36—
HeteGCNSetting=Transductive2021.0968.110.7
TF-IDF + WideMLPSetting=Inductive2021.0966.060.29
BERT w/o pos embSetting=Inductive2021.0965.181.53
WideMLPSetting=Inductive2021.0963.950.13
HeteGCNSetting=Inductive2021.0963.790.8
SWEMSetting=Inductive2021.0963.120.55
WideMLP-2Setting=Inductive2021.0961.710.33
GloVe + WideMLP-2Setting=Inductive2021.0961.650.27
GloVe + WideMLPSetting=Inductive2021.0961.360.22
Log. RegressionSetting=Inductive2021.0961.14—
fastTextSetting=Inductive2021.0957.70.49
TextGCNSetting=Inductive2021.0956.321.36
LSTM (pretrain)Setting=Inductive2021.0951.11.5