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Restaurant

Benchmarks

Task NameDataset NameSOTA ResultTrend
Aspect Sentiment ClassificationRestaurant SemEval 2015 (test)
Accuracy94.31
32
Aspect Sentiment ClassificationRestaurant SemEval 2016 (test)
F1 Score93.01
27
Aspect ExtractionRestaurant (test)
F1 Score84.97
24
Aspect-level sentiment classificationRestaurant
Accuracy0.8677
23
Aspect-Based Sentiment AnalysisRestaurant14 original (test)
Accuracy92.68
20
Sequence LabelingRestaurant 16
F1 Score77.3
20
Sequence LabelingRestaurant15
F1 Score69.37
20
Sequence LabelingRestaurant 14
F1 Score78.45
20
Implicit Sentiment AnalysisRestaurant14 ISA original (test)
Accuracy84.27
19
Aspect Sentiment ClassificationRestaurant (test)
Accuracy84.95
19
Text ClassificationRestaurant
Accuracy87.75
15
Aspect Term ExtractionRestaurant 2014 (test)
F1 Score88.75
14
Aspect-Based Sentiment AnalysisRestaurant Implicit Sentiment Analysis (test)
Accuracy82.02
14
Aspect-Based Sentiment AnalysisRestaurant Full (test)
Accuracy91.52
14
Aspect-based Sentiment AnalysisRestaurant dataset
Accuracy83.57
14
Aspect-Category-Opinion-Sentiment (ACOS) quadruple extractionRestaurant ACOS (test)
Precision41.12
12
Aspect term-polarity pair extractionRestaurant DR-15 SemEval 2015 (test)
F1 Score75.68
11
Aspect Sentiment ClassificationRestaurant14 ARTS (test)
Accuracy81.55
10
Sentiment cluster predictionRestaurant16 (test)
EM92.57
10
Sentiment cluster predictionRestaurant 15 (test)
Exact Match (EM)87.91
10
Sentiment cluster predictionRestaurant 14 (test)
EM86.53
10
Aspect-level Sentiment AnalysisRestaurant R2 (test)
Accuracy81.49
10
Sentiment ClassificationRestaurant14
Accuracy90.38
9
Aspect term-polarity pair extractionRestaurant (D_R)
Precision0.8032
9
Aspect ExtractionRestaurant
F1 Score0.8902
9
Showing 25 of 41 rows