Topic Classification on Sogou News (test)
2.81Test Error Ratengrams TFIDF
Evaluation Results
| Method | Links | |
|---|---|---|
| ngrams TFIDFTF-IDF Weighting=true2015.09 | 2.81 | |
| n-TFIDFAuthor=Zhang2016.06 | 2.81 | |
| ngrams2015.09 | 2.92 | |
| VDCNNDepth=29, Pooling=KMaxPooling2016.06 | 3.18 | |
| VDCNNDepth=29, Pooling=MaxPooling2016.06 | 3.36 | |
| VDCNNDepth=17, Pooling=KMaxPooling2016.06 | 3.51 | |
| VDCNNDepth=17, Pooling=MaxPooling2016.06 | 3.54 | |
| VDCNNDepth=9, Pooling=KMaxPooling2016.06 | 3.58 | |
| VDCNNDepth=29, Pooling=Convolution2016.06 | 3.61 | |
| VDCNNDepth=9, Pooling=MaxPooling2016.06 | 3.7 | |
| VDCNNDepth=17, Pooling=Convolution2016.06 | 3.94 | |
| VDCNNDepth=9, Pooling=Convolution2016.06 | 4.22 | |
| w2v Conv.Model Size=large, Input Representation=word2vec2015.09 | 4.39 | |
| w2v Conv.Model Size=small, Input Representation=word2vec2015.09 | 4.54 | |
| LSTM2015.09 | 4.82 | |
| Conv.Model Size=large2015.09 | 4.88 | |
| Lk. Conv.Model Size=small, Input Representation=character-level (lookup table)2015.09 | 4.93 | |
| Lk. Conv.Model Size=large, Input Representation=character-level (lookup table)2015.09 | 4.95 | |
| BoW TFIDFTF-IDF Weighting=true2015.09 | 6.55 | |
| BoW2015.09 | 7.15 | |
| Conv.Model Size=small2015.09 | 8.65 | |
| Full Conv.Model Size=large, Case Sensitive=true2015.09 | 8.8 | |
| Full Conv.Model Size=small, Case Sensitive=true2015.09 | 8.95 | |
| Bag-of-means2015.09 | 10.79 |