Text Classification on ohsumed
77.1AccuracyBioBERT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BioBERT2022.01 | 77.1 | — | |
| Clinical-Longformer2022.01 | 76.6 | — | |
| G-LossBackbone=RoBERTa-large2026.04 | 75.76 | — | |
| Clinical-BigBird2022.01 | 75.2 | — | |
| ClinicalBERT2022.01 | 74.1 | — | |
| Bert-GCN2026.04 | 72.8 | — | |
| RoBerta-GCN2026.04 | 72.8 | — | |
| BERT2022.01 | 71.7 | — | |
| G-LossBackbone=BERT-base2026.04 | 71.48 | — | |
| BERTSetting=Inductive2021.09 | 71.46 | 0.54 | |
| BERT w/ shuf. augm.Setting=Inductive2021.09 | 70.94 | 0.6 | |
| RoBERTa-large2026.04 | 70.7 | — | |
| BERT-base2026.04 | 70.5 | — | |
| TensorGCNSetting=Transductive2021.09 | 70.11 | — | |
| TensorGCN2026.04 | 70.11 | — | |
| HyperGATSetting=Inductive2021.09 | 69.9 | 0.34 | |
| DistilBERTSetting=Inductive2021.09 | 69.08 | 0.6 | |
| SGCSetting=Transductive2021.09 | 68.5 | 0.3 | |
| TextGCNSetting=Transductive2021.09 | 68.36 | — | |
| TextGCN2026.04 | 68.36 | — | |
| HeteGCNSetting=Transductive2021.09 | 68.11 | 0.7 | |
| TF-IDF + WideMLPSetting=Inductive2021.09 | 66.06 | 0.29 | |
| BERT w/o pos embSetting=Inductive2021.09 | 65.18 | 1.53 | |
| WideMLPSetting=Inductive2021.09 | 63.95 | 0.13 | |
| HeteGCNSetting=Inductive2021.09 | 63.79 | 0.8 | |
| SWEMSetting=Inductive2021.09 | 63.12 | 0.55 | |
| WideMLP-2Setting=Inductive2021.09 | 61.71 | 0.33 | |
| GloVe + WideMLP-2Setting=Inductive2021.09 | 61.65 | 0.27 | |
| GloVe + WideMLPSetting=Inductive2021.09 | 61.36 | 0.22 | |
| Log. RegressionSetting=Inductive2021.09 | 61.14 | — | |
| fastTextSetting=Inductive2021.09 | 57.7 | 0.49 | |
| TextGCNSetting=Inductive2021.09 | 56.32 | 1.36 | |
| LSTM (pretrain)Setting=Inductive2021.09 | 51.1 | 1.5 |