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ResearchFormerly WizWand

Topic Classification on Sogou News (test)

2.81Test Error Ratengrams TFIDF
2.49084.64546.88.9546Sep 4, 2015Oct 20, 2015Dec 5, 2015Jan 20, 2016Mar 6, 2016Apr 21, 2016Jun 6, 2016
Updated 8mo ago

Evaluation results

MethodLinks
ngrams TFIDFTF-IDF Weighting=true2015.092.81
n-TFIDFAuthor=Zhang2016.062.81
ngrams2015.092.92
VDCNNDepth=29, Pooling=KMaxPooling2016.063.18
VDCNNDepth=29, Pooling=MaxPooling2016.063.36
VDCNNDepth=17, Pooling=KMaxPooling2016.063.51
VDCNNDepth=17, Pooling=MaxPooling2016.063.54
VDCNNDepth=9, Pooling=KMaxPooling2016.063.58
VDCNNDepth=29, Pooling=Convolution2016.063.61
VDCNNDepth=9, Pooling=MaxPooling2016.063.7
VDCNNDepth=17, Pooling=Convolution2016.063.94
VDCNNDepth=9, Pooling=Convolution2016.064.22
w2v Conv.Model Size=large, Input Representation=word2vec2015.094.39
w2v Conv.Model Size=small, Input Representation=word2vec2015.094.54
LSTM2015.094.82
Conv.Model Size=large2015.094.88
Lk. Conv.Model Size=small, Input Representation=character-level (lookup table)2015.094.93
Lk. Conv.Model Size=large, Input Representation=character-level (lookup table)2015.094.95
BoW TFIDFTF-IDF Weighting=true2015.096.55
BoW2015.097.15
Conv.Model Size=small2015.098.65
Full Conv.Model Size=large, Case Sensitive=true2015.098.8
Full Conv.Model Size=small, Case Sensitive=true2015.098.95
Bag-of-means2015.0910.79