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Models/PH-SUM

PH-SUM

Reported on 15 benchmarks across 3 tasks · 1 paper · 3 SOTA

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

Natural Language Processing15 results

Sentiment AnalysisonSemEval-2014 Task-4
Mean F1 (Laptop + Restaurant)· 2020-10-22
84.215
best: 92.53 (InstructABSA)
SOTA
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Mean F1 (Laptop + Restaurant)· 2020-10-22
84.215
best: 92.53 (InstructABSA)
SOTA
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731
Aspect ExtractiononSemEval-2014 Task-4
Mean F1 (Laptop + Restaurant)· 2020-10-22
84.215
best: 92.53 (InstructABSA)
SOTA
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731
Sentiment AnalysisonSemEval-2014 Task-4
Laptop (Acc)· 2020-10-22
79.55
best: 8276 (ABSA-DeBERTa)
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731
Sentiment AnalysisonSemEval-2014 Task-4
Mean Acc (Restaurant + Laptop)· 2020-10-22
82.96
best: 8611 (ABSA-DeBERTa)
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731
Sentiment AnalysisonSemEval-2014 Task-4
Restaurant (Acc)· 2020-10-22
86.37
best: 8946 (ABSA-DeBERTa)
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731
Sentiment AnalysisonSemEval-2014 Task-4
Laptop (F1)· 2020-10-22
86.09
best: 92.3 (InstructABSA)
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731
Sentiment AnalysisonSemEval-2014 Task-4
Restaurant (F1)· 2020-10-22
82.34
best: 92.76 (InstructABSA)
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Laptop (Acc)· 2020-10-22
79.55
best: 8276 (ABSA-DeBERTa)
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Mean Acc (Restaurant + Laptop)· 2020-10-22
82.96
best: 8611 (ABSA-DeBERTa)
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Restaurant (Acc)· 2020-10-22
86.37
best: 8946 (ABSA-DeBERTa)
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Laptop (F1)· 2020-10-22
86.09
best: 92.3 (InstructABSA)
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Restaurant (F1)· 2020-10-22
82.34
best: 92.76 (InstructABSA)
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731
Aspect ExtractiononSemEval-2014 Task-4
Laptop (F1)· 2020-10-22
86.09
best: 92.3 (InstructABSA)
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731
Aspect ExtractiononSemEval-2014 Task-4
Restaurant (F1)· 2020-10-22
82.34
best: 92.76 (InstructABSA)
Improving BERT Performance for Aspect-Based Sentiment Analysis arXiv:2010.11731