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Text Classification
벤치마크
Text Classification on R52
16개 결과 ·
⬇ CSV
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Accuracy
89.14
91
92.87
94.73
96.6
2018-09
2026-11
Text GCN — 93.56 (2018-09-15)
Text GCN — 93.56 (2018-09-15)
SGC — 94.0 (2019-02-19)
SGCN — 94.0 (2019-02-19)
SGC — 94.0 (2019-02-19)
SGCN — 94.0 (2019-02-19)
GraphStar — 95.0 (2019-06-21)
GraphStar — 95.0 (2019-06-21)
Our Model* — 94.6 (2019-10-06)
Our Model* — 94.6 (2019-10-06)
SSGC — 94.5 (2021-01-01)
SSGC — 94.5 (2021-01-01)
TM-Glove — 89.14 (2021-04-14)
TM-Glove — 89.14 (2021-04-14)
1-6 BertGCN — 96.6 (2021-05-12)
1-6 BertGCN — 96.6 (2021-05-12)
Text GCN — 93.56 (2018-09-15)
SGC — 94.0 (2019-02-19)
GraphStar — 95.0 (2019-06-21)
1-6 BertGCN — 96.6 (2021-05-12)
2018-09-15 — Text GCN: Accuracy 93.56
2019-02-19 — SGC: Accuracy 94.0
2019-06-21 — GraphStar: Accuracy 95.0
2021-05-12 — 1-6 BertGCN: Accuracy 96.6
Rank
Model
Accuracy
Paper
Code
Year
1
1-6 BertGCN
96.6
BertGCN: Transductive Text Classification by Combining GCN and BERT
ZeroRin/BertGCN
2021
2
GraphStar
95.00
Graph Star Net for Generalized Multi-Task Learning
graph-star-team/graph_star
2019
3
Our Model*
94.6
Text Level Graph Neural Network for Text Classification
mojave-pku/TextLevelGCN
·
Cynwell/Text-Level-GNN
2019
4
SSGC
94.5
Simple Spectral Graph Convolution
allenhaozhu/SSGC
·
hazdzz/SSGC
2021
5
SGC
94.0
Simplifying Graph Convolutional Networks
dmlc/dgl
·
dmlc/dgl
·
dmlc/dgl
·
+4
2019
5
SGCN
94.0
Simplifying Graph Convolutional Networks
dmlc/dgl
·
dmlc/dgl
·
dmlc/dgl
·
+4
2019
7
Text GCN
93.56
Graph Convolutional Networks for Text Classification
yao8839836/text_gcn
·
plkmo/Bible_Text_GCN
·
codeKgu/text-gcn
·
+6
2018
8
TM-Glove
89.14
Enhancing Interpretable Clauses Semantically using Pretrained Word Representation
cair/TsetlinMachine
·
cair/pyTsetlinMachine
·
cair/pyTsetlinMachineParallel
·
+3
2021
9
1-6 BertGCN
96.6
BertGCN: Transductive Text Classification by Combining GCN and BERT
ZeroRin/BertGCN
2021
10
GraphStar
95.00
Graph Star Net for Generalized Multi-Task Learning
graph-star-team/graph_star
2019
11
Our Model*
94.6
Text Level Graph Neural Network for Text Classification
mojave-pku/TextLevelGCN
·
Cynwell/Text-Level-GNN
2019
12
SSGC
94.5
Simple Spectral Graph Convolution
allenhaozhu/SSGC
·
hazdzz/SSGC
2021
13
SGC
94.0
Simplifying Graph Convolutional Networks
dmlc/dgl
·
dmlc/dgl
·
dmlc/dgl
·
+4
2019
13
SGCN
94.0
Simplifying Graph Convolutional Networks
dmlc/dgl
·
dmlc/dgl
·
dmlc/dgl
·
+4
2019
15
Text GCN
93.56
Graph Convolutional Networks for Text Classification
yao8839836/text_gcn
·
plkmo/Bible_Text_GCN
·
codeKgu/text-gcn
·
+6
2018
16
TM-Glove
89.14
Enhancing Interpretable Clauses Semantically using Pretrained Word Representation
cair/TsetlinMachine
·
cair/pyTsetlinMachine
·
cair/pyTsetlinMachineParallel
·
+3
2021
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