Sentiment Analysis on SemEval-2014 Task-4

Metric: Restaurant (F1) (higher is better)

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#	Model↕	Restaurant (F1)▼	Extra Data	Paper	Date↕	Code
1	InstructABSA	92.76	No	InstructABSA: Instruction Learning for Aspect Ba...	2023-02-16	Code
2	ACE	92	No	Automated Concatenation of Embeddings for Struct...	2020-10-10	Code
3	Wei et al. (2020)	87.1	No	-	-	-
4	DE-CNN	85.2	No	Double Embeddings and CNN-based Sequence Labelin...	2018-05-11	Code
5	PH-SUM	82.34	No	Improving BERT Performance for Aspect-Based Sent...	2020-10-22	Code
6	BAT	81.5	No	Adversarial Training for Aspect-Based Sentiment ...	2020-01-30	Code

#1InstructABSASOTA
92.76
Restaurant (F1)· 2023-02-16
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis Code
#2ACESOTA
92
Restaurant (F1)· 2020-10-10
Automated Concatenation of Embeddings for Structured Prediction Code
#3Wei et al. (2020)
87.1
Restaurant (F1)
No paper
#4DE-CNNSOTA
85.2
Restaurant (F1)· 2018-05-11
Double Embeddings and CNN-based Sequence Labeling for Aspect Extraction Code
#5PH-SUM
82.34
Restaurant (F1)· 2020-10-22
Improving BERT Performance for Aspect-Based Sentiment Analysis Code
#6BAT
81.5
Restaurant (F1)· 2020-01-30
Adversarial Training for Aspect-Based Sentiment Analysis with BERT Code