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REST

Benchmarks

Task NameDataset NameSOTA ResultTrend
Aspect Sentiment ClassificationRest SemEval 2014 (test)
Accuracy87.68
60
Aspect Sentiment Triplet ExtractionRest SemEval 2014 (test)
F1 Score76.3
40
Aspect Sentiment Triplet ExtractionRest SemEval 2016 (test)
F1 Score71.7
34
Aspect Sentiment Triplet ExtractionRest SemEval 2015 (test)
F1 Score63.27
34
Aspect Sentiment Triplet Extraction16Rest ASTE-DATA-V2 (test)
Precision72.2
32
Aspect Sentiment Triplet Extraction15Rest ASTE-DATA-V2 (test)
Precision69.9
32
Aspect Sentiment Triplet Extraction14Rest ASTE-DATA-V2 (test)
Precision76.4
32
Aspect Sentiment Quad PredictionRest16
F1 Score64.21
28
Aspect Sentiment Quad PredictionRest15
F1 Score54.73
28
Aspect Sentiment Triplet ExtractionRest 15 (test)
F1 Score69.44
26
Aspect-level sentiment analysisRest 14
Accuracy90.86
25
Aspect Sentiment Quad PredictionRest15 (test)
F1 Score0.5221
25
Aspect Sentiment Triplet Extraction16Rest ASTE-Data-V1 (test)
F1 Score73.48
25
Sequence LabelingRest14 (test)
Micro F183.64
23
Aspect-level sentiment analysisRest15
Accuracy85.61
23
Aspect-level sentiment analysisRest16
Accuracy93.02
22
Aspect Sentiment Quad PredictionRest16 (test)
F1 Score60.39
21
Aspect-based Sentiment Classification15Rest SemEval-2015 (test)
Accuracy0.8708
19
Aspect Sentiment Triplet Extraction15Rest ASTE-Data-V1 (test)
Precision66.52
16
Aspect-based Sentiment AnalysisREST 2015 (test)
ABSA-F10.7367
15
Aspect-based Sentiment AnalysisREST 2014 (test)
ABSA F1 Score80.32
15
Aspect-based Sentiment ClassificationRest SemEval-2016 (test)
Accuracy89.51
15
Aspect Sentiment Pair ExtractionRest SemEval-2014 (test)
F1 Score80.73
13
Aspect Sentiment Triplet Extraction16Rest ASTE-Data-V1 (dev)
F1 Score60.41
12
Aspect Sentiment Triplet Extraction15Rest ASTE V1 (dev)
F1 Score0.6412
12
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