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ResearchFormerly WizWand

Sentiment Classification on MR (Movie Review) binary (test)

83.1AccuracyAdaSent
59.28465.46771.6577.833May 5, 2017
Updated 8mo ago

Evaluation results

MethodLinks
AdaSentTraining Methodology=Supervised, Transfer Protocol=No Transfer2017.0583.1
BiLSTM-Max (on AllNLI)Training Methodology=Supervised, Sentence Ordering=Ordered, Transfer Protocol=Transfer, Source Dataset=AllNLI2017.0581.1
BiLSTM-Max (on SNLI)Training Methodology=Supervised, Sentence Ordering=Ordered, Transfer Protocol=Transfer, Source Dataset=SNLI2017.0579.9
SkipThought-LNTraining Methodology=Unsupervised, Sentence Ordering=Ordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.0579.4
Naive Bayes - SVMTraining Methodology=Supervised, Transfer Protocol=No Transfer2017.0579.4
GloVe BOWTraining Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.0578.7
fastText BOWTraining Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.0578.3
GloVe Positional EncodingTraining Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.0578.3
word2vec BOWTraining Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.0577.7
BiLSTM-Max (untrained)Training Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.0577.5
DictRep (bow)Training Methodology=Supervised, Sentence Ordering=N/A, Transfer Protocol=Transfer2017.0576.7
SkipThoughtTraining Methodology=Unsupervised, Sentence Ordering=Ordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.0576.5
SDAETraining Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.0574.6
Unigram-TFIDFTraining Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.0573.7
FastSent+AETraining Methodology=Unsupervised, Sentence Ordering=Ordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.0571.8
FastSentTraining Methodology=Unsupervised, Sentence Ordering=Ordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.0570.8
NMT En-to-FrTraining Methodology=Supervised, Sentence Ordering=N/A, Transfer Protocol=Transfer2017.0564.7
CaptionRep (bow)Training Methodology=Supervised, Sentence Ordering=N/A, Transfer Protocol=Transfer2017.0561.9
Paragraph Vec (DBOW)Training Methodology=Unsupervised, Sentence Ordering=Unordered, Transfer Protocol=Transfer, Source Dataset=Toronto book corpus2017.0560.2