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ResearchFormerly WizWand

Aspect Extraction on Laptop (test)

82.61F1 ScoreDOER
65.55469.98274.4178.838Mar 22, 2016Oct 3, 2016Apr 16, 2017Oct 28, 2017May 11, 2018Nov 22, 2018Jun 5, 2019
Updated 8mo ago

Evaluation results

MethodLinks
DOERK=52019.0682.61
DOER*Without ASC part=true2019.0682.11
DE-CNNEmbedding=Double2018.0581.59
DE-CNN2019.0681.26
DE-CNN-CRFEmbedding=Double, Layer=CRF2018.0580.8
DE-OOD-CNNEmbedding=Double (Out-of-domain)2018.0580.21
DE-Google-CNNEmbedding=Double (Google)2018.0578.8
DE-LSTMEmbedding=Double, Architecture=LSTM2018.0578.73
RNCRFHand-crafted features=Yes2016.0378.42
RNCRF2018.0578.42
Domain-CNNEmbedding=Domain-specific2018.0578.12
BILSTM-CNN-CRFEmbeddings=Dependency-based2018.0577.8
CMLA2018.0577.8
GloVe-CNNEmbedding=General (GloVe)2018.0577.67
MIN2018.0577.58
MaxPool-DE-CNNEmbedding=Double, Pooling=Max pooling2018.0577.45
RNCRF-OOpinion labels in training=No, Hand-crafted features=Yes2016.0377.26
RNCRFHand-crafted features=No2016.0376.83
LSTM2018.0575.25
WDEmb+B+CRF2016.0375.16
WDEmb2018.0575.16
SemEval-12016.0374.55
IHS_RD2018.0574.55
RNCRF-OOpinion labels in training=No, Hand-crafted features=No2016.0374.52
CRF2018.0574.01
SemEval-22016.0373.78
LSTMHand-crafted features=Yes2016.0373.23
LSTMHand-crafted features=No2016.0372.73
CRF-2Dependency information=Explicit2016.0368.35
CRF-1Dependency information=None2016.0366.21