Sentiment Classification on Yelp Full (test)
35.28Test ErrorVDCNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VDCNNDepth=29, Pooling=Convolution2016.06 | 35.28 | — | |
| VDCNNDepth=29, Pooling=MaxPooling2016.06 | 35.74 | — | |
| VDCNNDepth=17, Pooling=MaxPooling2016.06 | 36.07 | — | |
| VDCNNDepth=17, Pooling=Convolution2016.06 | 36.1 | — | |
| VDCNNDepth=9, Pooling=MaxPooling2016.06 | 36.73 | — | |
| VDCNNDepth=29, Pooling=KMaxPooling2016.06 | 37 | — | |
| VDCNNDepth=17, Pooling=KMaxPooling2016.06 | 37.41 | — | |
| VDCNNDepth=9, Pooling=Convolution2016.06 | 37.63 | — | |
| Full Conv. (small, Th)Model Size=small, Case Sensitive=true, Thesaurus Augmentation=true2015.09 | 37.95 | — | |
| ConvAuthor=Zhang, data augmentation=true2016.06 | 37.95 | — | |
| VDCNNDepth=9, Pooling=KMaxPooling2016.06 | 38.04 | — | |
| Full Conv. (large)Model Size=large, Case Sensitive=true2015.09 | 38.4 | — | |
| BoW TFIDFTF-IDF Weighting=true2015.09 | 40.14 | — | |
| LSTM2015.09 | 41.83 | — | |
| BoW2015.09 | 42.01 | — | |
| ngrams2015.09 | 43.74 | — | |
| ngrams TFIDFTF-IDF Weighting=true2015.09 | 45.2 | — | |
| Bag-of-means2015.09 | 47.46 | — | |
| Bag-of-means2018.05 | — | 53.54 | |
| Deep CNNlayers=292018.05 | — | 64.26 | |
| fastText2018.05 | — | 60.4 | |
| fastText (bigram)features=bigram2018.05 | — | 63.9 | |
| Large word CNN2018.05 | — | 59.48 | |
| LSTM2018.05 | — | 58.17 | |
| Small word CNN2018.05 | — | 58.59 | |
| SWEM-aver2018.05 | — | 60.66 | |
| SWEM-concat2018.05 | — | 61.11 | |
| SWEM-hier2018.05 | — | 63.79 | |
| SWEM-max2018.05 | — | 59.63 |