Sentiment Classification on MR (Movie Review) binary (test)
83.1AccuracyAdaSent
Evaluation Results
| Method | Links | |
|---|---|---|
| AdaSentTraining Methodology=Supervised, Transfer Protocol=No Transfer2017.05 | 83.1 | |
| BiLSTM-Max (on AllNLI)Training Methodology=Supervised, Sentence Ordering=Ordered, Transfer Protocol=Transfer, Source Dataset=AllNLI2017.05 | 81.1 | |
| BiLSTM-Max (on SNLI)Training Methodology=Supervised, Sentence Ordering=Ordered, Transfer Protocol=Transfer, Source Dataset=SNLI2017.05 | 79.9 | |
| SkipThought-LNTraining Methodology=Unsupervised, Sentence Ordering=Ordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.05 | 79.4 | |
| Naive Bayes - SVMTraining Methodology=Supervised, Transfer Protocol=No Transfer2017.05 | 79.4 | |
| GloVe BOWTraining Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.05 | 78.7 | |
| fastText BOWTraining Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.05 | 78.3 | |
| GloVe Positional EncodingTraining Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.05 | 78.3 | |
| word2vec BOWTraining Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.05 | 77.7 | |
| BiLSTM-Max (untrained)Training Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.05 | 77.5 | |
| DictRep (bow)Training Methodology=Supervised, Sentence Ordering=N/A, Transfer Protocol=Transfer2017.05 | 76.7 | |
| SkipThoughtTraining Methodology=Unsupervised, Sentence Ordering=Ordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.05 | 76.5 | |
| SDAETraining Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.05 | 74.6 | |
| Unigram-TFIDFTraining Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.05 | 73.7 | |
| FastSent+AETraining Methodology=Unsupervised, Sentence Ordering=Ordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.05 | 71.8 | |
| FastSentTraining Methodology=Unsupervised, Sentence Ordering=Ordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.05 | 70.8 | |
| NMT En-to-FrTraining Methodology=Supervised, Sentence Ordering=N/A, Transfer Protocol=Transfer2017.05 | 64.7 | |
| CaptionRep (bow)Training Methodology=Supervised, Sentence Ordering=N/A, Transfer Protocol=Transfer2017.05 | 61.9 | |
| Paragraph Vec (DBOW)Training Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.05 | 60.2 |