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ResearchFormerly WizWand

Document Classification on R8 (test)

97.2AccuracySGC
50.264862.449974.63586.8201Sep 15, 2018Oct 11, 2018Nov 6, 2018Dec 2, 2018Dec 28, 2018Jan 23, 2019Feb 19, 2019
Updated 8mo ago

Evaluation results

MethodLinks
SGCTime (seconds)=1.90 ± 0.03, K=22019.0297.2
Text GCN2018.0997.07
GCNTime (seconds)=129.6 ± 9.92019.0297
Graph-CNN-C2018.0996.99
Graph-CNN-F2018.0996.89
Graph-CNN-S2018.0996.8
PTE2018.0996.69
Bi-LSTM2018.0996.31
fastTextN-grams=unigrams2018.0996.13
LSTMInitialization=pre-trained GloVe2018.0996.09
CNNInitialization=pre-trained GloVe2018.0995.71
SWEM2018.0995.32
fastTextN-grams=bigrams2018.0994.74
CNNInitialization=random2018.0994.02
TF-IDF + LR2018.0993.74
LSTMInitialization=random2018.0993.68
LEAM2018.0993.31
PV-DBOW2018.0985.87
PV-DM2018.0952.07