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ResearchFormerly WizWand

Sentiment Analysis on Yelp P. (test)

95.81AccuracySWEM-hier
76.091681.210886.3391.4492Jul 6, 2016May 1, 2017Feb 25, 2018Dec 22, 2018Oct 17, 2019Aug 12, 2020Jun 8, 2021
Updated 8mo ago

Evaluation results

MethodLinks
SWEM-hier2018.0595.81
Deep CNNlayers=292018.0595.72
VDCNN2016.0795.7
fastTexthidden units=10, bigram=true2016.0795.7
fastText (bigram)features=bigram2018.0595.7
ngrams2016.0795.6
ngrams TFIDF2016.0795.4
Large word CNN2018.0595.11
LSTM2018.0594.74
char-CNNdata augmentation=false2016.0794.7
char-CRNN2016.0794.5
Small word CNN2018.0594.46
fastTexthidden units=10, bigram=false2016.0793.8
fastText2018.0593.8
SWEM-concat2018.0593.76
SWEM-aver2018.0593.59
SWEM-max2018.0593.25
HYPERFORMER++_BASEnumber of samples=20002021.0692.7
HYPERFORMER++_BASEnumber of samples=10002021.0692.5
Adapters_BASEnumber of samples=20002021.0692.36
Adapters_BASEnumber of samples=10002021.0692.26
BoW2016.0792.2
HYPERFORMER++_BASEnumber of samples=5002021.0692.09
T5_BASEnumber of samples=20002021.0691.68
Adapters_BASEnumber of samples=5002021.0691.52
T5_BASEnumber of samples=10002021.0691.32
HYPERFORMER++_BASEnumber of samples=322021.0691.15
Adapters_BASEnumber of samples=322021.0691.09
Adapters_BASEnumber of samples=162021.0691.08
HYPERFORMER++_BASEnumber of samples=1002021.0691.06
T5_BASEnumber of samples=5002021.0690.92
HYPERFORMER++_BASEnumber of samples=162021.0690.36
HYPERFORMER++_BASEnumber of samples=42021.0690.25
T5_BASEnumber of samples=1002021.0690.19
Adapters_BASEnumber of samples=1002021.0690.15
T5_BASEnumber of samples=322021.0689.22
T5_BASEnumber of samples=162021.0687.84
Bag-of-means2018.0587.33
Adapters_BASEnumber of samples=42021.0681.37
T5_BASEnumber of samples=42021.0676.85