Aspect-Based Sentiment Analysis (ABSA) on SemEval 2014 Task 4 Laptop

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	InstructABSA	79.34	No	InstructABSA: Instruction Learning for Aspect Ba...	2023-02-16	Code
2	FS-ABSA	71.16	Yes	-	-	Code
3	SPAN	68.06	No	Open-Domain Targeted Sentiment Analysis via Span...	2019-06-10	Code
4	RACL-BERT	63.4	No	-	-	Code
5	BERT-E2E-ABSA	61.12	No	Exploiting BERT for End-to-End Aspect-based Sent...	2019-10-02	Code
6	DOER	60.35	No	DOER: Dual Cross-Shared RNN for Aspect Term-Pola...	2019-06-05	Code
7	IMN	58.37	No	An Interactive Multi-Task Learning Network for E...	2019-06-17	Code
8	E2E-TBSA	57.9	No	A Unified Model for Opinion Target Extraction an...	2018-11-13	Code
9	Double-propagation	27.1	No	-	-	-

#1InstructABSASOTA
79.34
F1· 2023-02-16
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis Code
#2FS-ABSA
71.16
F1· Extra Data
No paperCode
#3SPANSOTA
68.06
F1· 2019-06-10
Open-Domain Targeted Sentiment Analysis via Span-Based Extraction and Classification Code
#4RACL-BERT
63.4
F1
No paperCode
#5BERT-E2E-ABSA
61.12
F1· 2019-10-02
Exploiting BERT for End-to-End Aspect-based Sentiment Analysis Code
#6DOERSOTA
60.35
F1· 2019-06-05
DOER: Dual Cross-Shared RNN for Aspect Term-Polarity Co-Extraction Code
#7IMN
58.37
F1· 2019-06-17
An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis Code
#8E2E-TBSASOTA
57.9
F1· 2018-11-13
A Unified Model for Opinion Target Extraction and Target Sentiment Prediction Code
#9Double-propagation
27.1
F1
No paper