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Models/RGAT+

RGAT+

Reported on 10 benchmarks across 2 tasks · 1 paper · 4 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing10 results

Sentiment AnalysisonMAMS
Acc· 2020-02-22
84.52
best: 86.08 (YORO)
SOTA
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network arXiv:2002.09685
Sentiment AnalysisonMAMS
Macro-F1· 2020-02-22
83.74
best: 85.51 (YORO)
SOTA
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network arXiv:2002.09685
Aspect-Based Sentiment Analysis (ABSA)onMAMS
Acc· 2020-02-22
84.52
best: 86.08 (YORO)
SOTA
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network arXiv:2002.09685
Aspect-Based Sentiment Analysis (ABSA)onMAMS
Macro-F1· 2020-02-22
83.74
best: 85.51 (YORO)
SOTA
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network arXiv:2002.09685
Sentiment AnalysisonSemEval-2014 Task-4
Laptop (Acc)· 2020-02-22
81.25
best: 8276 (ABSA-DeBERTa)
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network arXiv:2002.09685
Sentiment AnalysisonSemEval-2014 Task-4
Mean Acc (Restaurant + Laptop)· 2020-02-22
83.92
best: 8611 (ABSA-DeBERTa)
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network arXiv:2002.09685
Sentiment AnalysisonSemEval-2014 Task-4
Restaurant (Acc)· 2020-02-22
86.59
best: 8946 (ABSA-DeBERTa)
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network arXiv:2002.09685
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Laptop (Acc)· 2020-02-22
81.25
best: 8276 (ABSA-DeBERTa)
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network arXiv:2002.09685
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Mean Acc (Restaurant + Laptop)· 2020-02-22
83.92
best: 8611 (ABSA-DeBERTa)
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network arXiv:2002.09685
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Restaurant (Acc)· 2020-02-22
86.59
best: 8946 (ABSA-DeBERTa)
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network arXiv:2002.09685