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Document Classification on Ohsumed (test)

72.8AccuracyBertGCN
27.76839.45951.1562.841Sep 15, 2018Dec 1, 2019Feb 16, 2021May 5, 2022Jul 21, 2023Oct 6, 2024Dec 23, 2025
Updated 8mo ago

Evaluation results

MethodLinks
BertGCNBackbone=BERT-base2021.0572.8
ROBERTAGCNBackbone=RoBERTa2021.0572.8
TextGSL2025.1272.16
BertGATBackbone=BERT-base2021.0571.2
ROBERTAGATBackbone=RoBERTa2021.0571.2
LDGCN2025.1270.85
RoBERTa2021.0570.7
UGformerModel Variant=Variant 2, GNN layer usage=with GNN2019.0970.63
CGA2TC2025.1270.62
TextSSL2025.1270.59
BERTModel variant=BERT-base2021.0570.5
TextING2025.1270.44
TensorGCN2025.1270.11
TextQGNN2019.0969.93
HyperGAT2025.1269.9
GTG2025.1269.72
Text Level Graph Neural NetworkGlove word embeddings initialization=true2019.1069.4
DHTG2025.1268.8
SGCTime (seconds)=3.02 ± 0.02, K=22019.0268.5
SGC2021.0568.5
Text-GCNGlove word embeddings initialization=false2019.1068.4
TextGCN2021.0568.4
Text GCN2018.0968.36
TextGCN2019.0968.36
TextGCN2025.1268.36
TextING2019.0968.32
UGformer (w/o GNN)Model Variant=Variant 2, GNN layer usage=without GNN2019.0968.27
GCNTime (seconds)=252.4 ± 14.72019.0268.2
Text-GCNGlove word embeddings initialization=true2019.1067.7
Graph-CNNGlove word embeddings initialization=false2019.1063.9
Graph-CNN-C2018.0963.86
SWEM2018.0963.12
Graph-CNN-F2018.0963.04
Graph-CNN-S2018.0962.82
LEAM2018.0958.58
CNNInitialization=pre-trained GloVe2018.0958.44
CNNGlove word embeddings initialization=true2019.1058.4
fastTextN-grams=unigrams2018.0957.7
fastTextGlove word embeddings initialization=true2019.1057.7
fastText2019.0957.7
fastTextN-grams=bigrams2018.0955.69
TF-IDF + LR2018.0954.66
PTE2018.0953.58
LSTMInitialization=pre-trained GloVe2018.0951.1
LSTMGlove word embeddings initialization=true2019.1051.1
Bi-LSTMGlove word embeddings initialization=true2019.1049.3
Bi-LSTM2018.0949.27
Bi-LSTM2019.0949.27
PV-DBOW2018.0946.65
CNNGlove word embeddings initialization=false2019.1043.9
CNNInitialization=random2018.0943.87
LSTMInitialization=random2018.0941.13
LSTMGlove word embeddings initialization=false2019.1041.1
PV-DM2018.0929.5