Document Classification on Ohsumed (test)
72.8AccuracyBertGCN
Evaluation Results
| Method | Links | |
|---|---|---|
| BertGCNBackbone=BERT-base2021.05 | 72.8 | |
| ROBERTAGCNBackbone=RoBERTa2021.05 | 72.8 | |
| TextGSL2025.12 | 72.16 | |
| BertGATBackbone=BERT-base2021.05 | 71.2 | |
| ROBERTAGATBackbone=RoBERTa2021.05 | 71.2 | |
| LDGCN2025.12 | 70.85 | |
| RoBERTa2021.05 | 70.7 | |
| UGformerModel Variant=Variant 2, GNN layer usage=with GNN2019.09 | 70.63 | |
| CGA2TC2025.12 | 70.62 | |
| TextSSL2025.12 | 70.59 | |
| BERTModel variant=BERT-base2021.05 | 70.5 | |
| TextING2025.12 | 70.44 | |
| TensorGCN2025.12 | 70.11 | |
| TextQGNN2019.09 | 69.93 | |
| HyperGAT2025.12 | 69.9 | |
| GTG2025.12 | 69.72 | |
| Text Level Graph Neural NetworkGlove word embeddings initialization=true2019.10 | 69.4 | |
| DHTG2025.12 | 68.8 | |
| SGCTime (seconds)=3.02 ± 0.02, K=22019.02 | 68.5 | |
| SGC2021.05 | 68.5 | |
| Text-GCNGlove word embeddings initialization=false2019.10 | 68.4 | |
| TextGCN2021.05 | 68.4 | |
| Text GCN2018.09 | 68.36 | |
| TextGCN2019.09 | 68.36 | |
| TextGCN2025.12 | 68.36 | |
| TextING2019.09 | 68.32 | |
| UGformer (w/o GNN)Model Variant=Variant 2, GNN layer usage=without GNN2019.09 | 68.27 | |
| GCNTime (seconds)=252.4 ± 14.72019.02 | 68.2 | |
| Text-GCNGlove word embeddings initialization=true2019.10 | 67.7 | |
| Graph-CNNGlove word embeddings initialization=false2019.10 | 63.9 | |
| Graph-CNN-C2018.09 | 63.86 | |
| SWEM2018.09 | 63.12 | |
| Graph-CNN-F2018.09 | 63.04 | |
| Graph-CNN-S2018.09 | 62.82 | |
| LEAM2018.09 | 58.58 | |
| CNNInitialization=pre-trained GloVe2018.09 | 58.44 | |
| CNNGlove word embeddings initialization=true2019.10 | 58.4 | |
| fastTextN-grams=unigrams2018.09 | 57.7 | |
| fastTextGlove word embeddings initialization=true2019.10 | 57.7 | |
| fastText2019.09 | 57.7 | |
| fastTextN-grams=bigrams2018.09 | 55.69 | |
| TF-IDF + LR2018.09 | 54.66 | |
| PTE2018.09 | 53.58 | |
| LSTMInitialization=pre-trained GloVe2018.09 | 51.1 | |
| LSTMGlove word embeddings initialization=true2019.10 | 51.1 | |
| Bi-LSTMGlove word embeddings initialization=true2019.10 | 49.3 | |
| Bi-LSTM2018.09 | 49.27 | |
| Bi-LSTM2019.09 | 49.27 | |
| PV-DBOW2018.09 | 46.65 | |
| CNNGlove word embeddings initialization=false2019.10 | 43.9 | |
| CNNInitialization=random2018.09 | 43.87 | |
| LSTMInitialization=random2018.09 | 41.13 | |
| LSTMGlove word embeddings initialization=false2019.10 | 41.1 | |
| PV-DM2018.09 | 29.5 |