Sentiment Analysis on ASTE

Metric: F1(R14) (higher is better)

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#	Model↕	F1(R14)▼	Extra Data	Paper	Date↕	Code
1	MvP (multi-task)	76.3	Yes	MvP: Multi-view Prompting Improves Aspect Sentim...	2023-05-22	Code
2	ASTE-Transformer	76.06	Yes	ASTE Transformer Modelling Dependencies in Aspec...	2024-09-23	Code
3	Seq2Path	75.52	No	-	-	-
4	MvP	74.05	No	MvP: Multi-view Prompting Improves Aspect Sentim...	2023-05-22	Code
5	AugABSA	73.76	No	-	-	Code
6	LEGO-ABSA (multi-task)	73.7	Yes	-	-	-
7	UIE	72.55	Yes	Unified Structure Generation for Universal Infor...	2022-03-23	Code
8	DLO	72.39	No	Improving Aspect Sentiment Quad Prediction via T...	2022-10-19	Code
9	Paraphrase	72.03	No	Aspect Sentiment Quad Prediction as Paraphrase G...	2021-10-02	Code
10	Span-ASTE	71.85	No	Learning Span-Level Interactions for Aspect Sent...	2021-07-26	Code
11	GAS	70.52	No	-	-	Code

#1MvP (multi-task)SOTA
76.3
F1(R14)· Extra Data· 2023-05-22
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction Code
#2ASTE-Transformer
76.06
F1(R14)· Extra Data· 2024-09-23
ASTE Transformer Modelling Dependencies in Aspect-Sentiment Triplet Extraction Code
#3Seq2Path
75.52
F1(R14)
No paper
#4MvP
74.05
F1(R14)· 2023-05-22
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction Code
#5AugABSA
73.76
F1(R14)
No paperCode
#6LEGO-ABSA (multi-task)
73.7
F1(R14)· Extra Data
No paper
#7UIESOTA
72.55
F1(R14)· Extra Data· 2022-03-23
Unified Structure Generation for Universal Information Extraction Code
#8DLO
72.39
F1(R14)· 2022-10-19
Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation Code
#9ParaphraseSOTA
72.03
F1(R14)· 2021-10-02
Aspect Sentiment Quad Prediction as Paraphrase Generation Code
#10Span-ASTESOTA
71.85
F1(R14)· 2021-07-26
Learning Span-Level Interactions for Aspect Sentiment Triplet Extraction Code
#11GAS
70.52
F1(R14)
No paperCode