Sentiment Analysis on SemEval 2014 Task 4 Subtask 1+2

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	gpt-3.5 finetuned	83.76	No	Large language models for aspect-based sentiment...	2023-10-27	Code
2	InstructABSA	79.34	No	InstructABSA: Instruction Learning for Aspect Ba...	2023-02-16	Code
3	InstructABSA	79.34	No	InstructABSA: Instruction Learning for Aspect Ba...	2023-02-16	Code
4	FS-ABSA	71.16	Yes	-	-	Code
5	GRACE	70.71	No	GRACE: Gradient Harmonized and Cascaded Labeling...	2020-09-22	Code
6	GRACE	70.71	No	GRACE: Gradient Harmonized and Cascaded Labeling...	2020-09-22	Code
7	SPAN	68.06	No	Open-Domain Targeted Sentiment Analysis via Span...	2019-06-10	Code
8	SPAN	68.06	No	Open-Domain Targeted Sentiment Analysis via Span...	2019-06-10	Code
9	RACL-BERT	63.4	No	-	-	Code
10	RACL-BERT	63.4	No	-	-	Code
11	BERT-E2E-ABSA	61.12	No	Exploiting BERT for End-to-End Aspect-based Sent...	2019-10-02	Code
12	BERT-E2E-ABSA	61.12	No	Exploiting BERT for End-to-End Aspect-based Sent...	2019-10-02	Code
13	DOER	60.35	No	DOER: Dual Cross-Shared RNN for Aspect Term-Pola...	2019-06-05	Code
14	DOER	60.35	No	DOER: Dual Cross-Shared RNN for Aspect Term-Pola...	2019-06-05	Code
15	IMN	58.37	No	An Interactive Multi-Task Learning Network for E...	2019-06-17	Code
16	IMN	58.37	No	An Interactive Multi-Task Learning Network for E...	2019-06-17	Code
17	E2E-TBSA	57.9	No	A Unified Model for Opinion Target Extraction an...	2018-11-13	Code
18	E2E-TBSA	57.9	No	A Unified Model for Opinion Target Extraction an...	2018-11-13	Code

#1gpt-3.5 finetunedSOTA
83.76
F1· 2023-10-27
Large language models for aspect-based sentiment analysis Code
#2InstructABSASOTA
79.34
F1· 2023-02-16
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis Code
#3InstructABSA
79.34
F1· 2023-02-16
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis Code
#4FS-ABSA
71.16
F1· Extra Data
No paperCode
#5GRACESOTA
70.71
F1· 2020-09-22
GRACE: Gradient Harmonized and Cascaded Labeling for Aspect-based Sentiment Analysis Code
#6GRACE
70.71
F1· 2020-09-22
GRACE: Gradient Harmonized and Cascaded Labeling for Aspect-based Sentiment Analysis Code
#7SPANSOTA
68.06
F1· 2019-06-10
Open-Domain Targeted Sentiment Analysis via Span-Based Extraction and Classification Code
#8SPAN
68.06
F1· 2019-06-10
Open-Domain Targeted Sentiment Analysis via Span-Based Extraction and Classification Code
#9RACL-BERT
63.4
F1
No paperCode
#10RACL-BERT
63.4
F1
No paperCode
#11BERT-E2E-ABSA
61.12
F1· 2019-10-02
Exploiting BERT for End-to-End Aspect-based Sentiment Analysis Code
#12BERT-E2E-ABSA
61.12
F1· 2019-10-02
Exploiting BERT for End-to-End Aspect-based Sentiment Analysis Code
#13DOERSOTA
60.35
F1· 2019-06-05
DOER: Dual Cross-Shared RNN for Aspect Term-Polarity Co-Extraction Code
#14DOER
60.35
F1· 2019-06-05
DOER: Dual Cross-Shared RNN for Aspect Term-Polarity Co-Extraction Code
#15IMN
58.37
F1· 2019-06-17
An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis Code
#16IMN
58.37
F1· 2019-06-17
An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis Code
#17E2E-TBSASOTA
57.9
F1· 2018-11-13
A Unified Model for Opinion Target Extraction and Target Sentiment Prediction Code
#18E2E-TBSA
57.9
F1· 2018-11-13
A Unified Model for Opinion Target Extraction and Target Sentiment Prediction Code