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ResearchFormerly WizWand

Aspect Sentiment Classification on Restaurant SemEval 2016 (test)

93.01F1 ScoreInstructABSA2
71.180476.847782.51588.1823Oct 16, 2021Mar 24, 2022Aug 31, 2022Feb 7, 2023Jul 16, 2023Dec 23, 2023May 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
InstructABSA2Model=InstructABSA2, Status=Reproduced2024.0593.01—
PFInstruct-REModel=PFInstruct-RE, Prefix=Relation Extraction2024.0592.51—
PFInstruct-NoiseModel=PFInstruct-Noise, Prefix=Noise2024.0591.54—
PFInstruct-NERModel=PFInstruct-NER, Prefix=Named Entity Recognition2024.0586.6—
LSAE-X-DeBERTaBackbone=X-DeBERTa2021.1084.8795.61
LSAP-X-DeBERTaBackbone=X-DeBERTa2021.1084.6895.11
LSAT-X-DeBERTaBackbone=X-DeBERTa2021.1084.3494.71
LSAS-X-DeBERTaBackbone=X-DeBERTa2021.1083.594.54
LSAT-RoBERTaBackbone=RoBERTa2021.1083.4194.22
LSAE-DeBERTaBackbone=DeBERTa2021.1082.3994.47
LSAE-RoBERTaBackbone=RoBERTa2021.1082.1894.15
SARL-RoBERTaBackbone=RoBERTa2021.1081.9294.62
LSAS-RoBERTaBackbone=RoBERTa2021.1081.8293.65
LSAS-DeBERTaBackbone=DeBERTa2021.1081.6194.14
LSAT-DeBERTaBackbone=DeBERTa2021.1081.5393.65
LSAP-DeBERTaBackbone=DeBERTa2021.1081.4493.49
RoBERTaBackbone=RoBERTa2021.1080.8893.01
SARL-DeBERTaBackbone=DeBERTa2021.1080.1393.31
DGEDT-BERTBackbone=BERT2021.107991.9
LSAE-BERTBackbone=BERT2021.1078.4992.2
LSAP-BERTBackbone=BERT2021.1078.2591.74
LSAS-BERTBackbone=BERT2021.1077.5491.58
LSAT-BERTBackbone=BERT2021.1077.591.42
LSAP-RoBERTaBackbone=RoBERTa2021.1076.1790.31
DeBERTaBackbone=DeBERTa2021.1073.5986.57
TGCN-BERTBackbone=BERT2021.1072.8186
SK-GCN-BERTBackbone=BERT2021.1072.0287.19