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ResearchFormerly WizWand

Aspect-based Sentiment Classification on Res15

86.59AccuracyKaGRMN-DSG
78.21880.391582.56584.7385Aug 5, 2021
Updated 8mo ago

Evaluation results

MethodLinks
KaGRMN-DSGExternal Information=Aspect Knowledge, BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.0886.5974.46
BERT+T-GCNExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.0884.8171.09
DGEDT-BERTExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.088471
R-GAT+BERTExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.0883.9569.47
A-KVMN+BERTExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.0883.8967.88
BERT-SPCExternal Information=BERT, Initialization strategy=Random Initialization (Average)2021.0883.465
PRET+MULTExternal Information=Extra Training Corpus, Initialization strategy=Random Initialization (Average)2021.0881.368.74
BIGCNExternal Information=Syntax Graph, Initialization strategy=Random Initialization (Average)2021.0881.1664.79
ASGCNExternal Information=Syntax Graph, Initialization strategy=Random Initialization (Average)2021.0879.8961.89
IANExternal Information=None, Initialization strategy=Random Initialization (Average)2021.0878.5452.65