Sentiment Classification on Amazon Polarity (test)
4.28Test ErrorVDCNN
Evaluation results
| Method | Links | |
|---|---|---|
| VDCNNDepth=29, Pooling=Convolution2016.06 | 4.28 | |
| VDCNNDepth=29, Pooling=MaxPooling2016.06 | 4.31 | |
| VDCNNDepth=17, Pooling=MaxPooling2016.06 | 4.41 | |
| VDCNNDepth=17, Pooling=Convolution2016.06 | 4.53 | |
| VDCNNDepth=9, Pooling=MaxPooling2016.06 | 4.7 | |
| Conv. (large, Th)Model Size=large, Thesaurus Augmentation=true2015.09 | 4.93 | |
| ConvAuthor=Zhang, data augmentation=true2016.06 | 4.93 | |
| VDCNNDepth=9, Pooling=Convolution2016.06 | 4.94 | |
| VDCNNDepth=29, Pooling=KMaxPooling2016.06 | 4.94 | |
| VDCNNDepth=17, Pooling=KMaxPooling2016.06 | 5.43 | |
| VDCNNDepth=9, Pooling=KMaxPooling2016.06 | 5.69 | |
| LSTM2015.09 | 6.1 | |
| ngrams2015.09 | 7.98 | |
| ngrams TFIDFTF-IDF Weighting=true2015.09 | 8.46 | |
| BoW TFIDFTF-IDF Weighting=true2015.09 | 9 | |
| BoW2015.09 | 9.6 | |
| Bag-of-means2015.09 | 18.39 |