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

Metric: Laptop (Acc) (higher is better)

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#	Model↕	Laptop (Acc)▼	Extra Data	Paper	Date↕	Code
1	ABSA-DeBERTa	8276	No	-	-	Code
2	RVISA	86.68	No	RVISA: Reasoning and Verification for Implicit S...	2024-07-02	-
3	MaskedABSA	86.24	No	-	-	Code
4	LSA+DeBERTa-V3-Large	86.21	No	LSA: Modeling Aspect Sentiment Coherency via Loc...	2021-10-16	Code
5	MT-ISA	85.74	No	Multi-Task Learning with LLMs for Implicit Senti...	2024-12-12	-
6	RoBERTa+MLP	83.78	No	Does syntax matter? A strong baseline for Aspect...	2021-04-11	Code
7	LCF-ATEPC	82.29	Yes	A Multi-task Learning Model for Chinese-oriented...	2019-12-17	Code
8	DPL-BERT	81.96	Yes	Towards Unifying the Label Space for Aspect- and...	2022-03-14	Code
9	KaGRMN-DSG	81.87	No	Understand me, if you refer to Aspect Knowledge:...	2021-08-05	Code
10	YORO	81.82	No	-	-	Code
11	SDGCN-BERT	81.35	No	Modeling Sentiment Dependencies with Graph Convo...	2019-06-11	Code
12	RGAT+	81.25	No	Investigating Typed Syntactic Dependencies for T...	2020-02-22	Code
13	InstructABSA	80.56	No	InstructABSA: Instruction Learning for Aspect Ba...	2023-02-16	Code
14	BERT-ADA	80.23	Yes	Adapt or Get Left Behind: Domain Adaptation thro...	2019-08-30	Code
15	AEN-BERT	79.93	No	Attentional Encoder Network for Targeted Sentime...	2019-02-25	Code
16	PH-SUM	79.55	No	Improving BERT Performance for Aspect-Based Sent...	2020-10-22	Code
17	BAT	79.35	No	Adversarial Training for Aspect-Based Sentiment ...	2020-01-30	Code
18	BERT-SPC	78.99	No	Attentional Encoder Network for Targeted Sentime...	2019-02-25	Code
19	BERT-PT	78.07	Yes	BERT Post-Training for Review Reading Comprehens...	2019-04-03	Code
20	MCRF-SA	77.64	No	Aspect Based Sentiment Analysis with Aspect-Spec...	2020-10-06	Code
21	TNet-ATT(+AS)	77.62	No	Progressive Self-Supervised Attention Learning f...	2019-06-04	Code
22	HAPN	77.27	No	-	-	Code
23	MGAN	76.21	No	Exploiting Coarse-to-Fine Task Transfer for Aspe...	2018-11-16	Code
24	TNet-LF	76.01	No	Transformation Networks for Target-Oriented Sent...	2018-05-03	Code
25	TNet	76.01	No	Transformation Networks for Target-Oriented Sent...	2018-05-03	Code
26	MGAN	75.39	No	-	-	Code
27	IMN	75.36	No	An Interactive Multi-Task Learning Network for E...	2019-06-17	Code
28	BILSTM-ATT-G (TSSVAE)	75.34	No	Variational Semi-supervised Aspect-term Sentimen...	2018-10-24	-
29	LCR-Rot	75.24	No	Left-Center-Right Separated Neural Network for A...	2018-02-03	Code
30	SA-LSTM-P	75.1	No	-	-	Code
31	BBLSTM-SL	74.9	No	-	-	-
32	AOA	74.5	No	Aspect Level Sentiment Classification with Atten...	2018-04-18	Code
33	RAM	74.49	No	-	-	Code
34	PBAN	74.12	No	-	-	Code
35	IARM	73.8	No	-	-	Code
36	AEN-GloVe	73.51	No	Attentional Encoder Network for Targeted Sentime...	2019-02-25	Code
37	NP (hops)	72.43	No	-	-	-
38	MemNet	72.21	No	Aspect Level Sentiment Classification with Deep ...	2016-05-28	Code
39	IAN	72.1	No	Interactive Attention Networks for Aspect-Level ...	2017-09-04	Code
40	LSTM+SynATT+TarRep	71.94	No	-	-	-
41	JCI (hops)	71.79	No	-	-	-
42	PRET+MULT	71.15	No	Exploiting Document Knowledge for Aspect-level S...	2018-06-12	Code
43	PF-CNN	70.06	No	Parameterized Convolutional Neural Networks for ...	2019-09-13	-
44	ATAE-LSTM	68.7	No	-	-	Code
45	TD-LSTM	68.13	No	Effective LSTMs for Target-Dependent Sentiment C...	2015-12-03	Code

#1ABSA-DeBERTa
8276
Laptop (Acc)
No paperCode
#2RVISASOTA
86.68
Laptop (Acc)· 2024-07-02
RVISA: Reasoning and Verification for Implicit Sentiment Analysis
#3MaskedABSA
86.24
Laptop (Acc)
No paperCode
#4LSA+DeBERTa-V3-LargeSOTA
86.21
Laptop (Acc)· 2021-10-16
LSA: Modeling Aspect Sentiment Coherency via Local Sentiment Aggregation Code
#5MT-ISA
85.74
Laptop (Acc)· 2024-12-12
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning
#6RoBERTa+MLPSOTA
83.78
Laptop (Acc)· 2021-04-11
Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTa Code
#7LCF-ATEPCSOTA
82.29
Laptop (Acc)· Extra Data· 2019-12-17
A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term Extraction Code
#8DPL-BERT
81.96
Laptop (Acc)· Extra Data· 2022-03-14
Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment Analysis Code
#9KaGRMN-DSG
81.87
Laptop (Acc)· 2021-08-05
Understand me, if you refer to Aspect Knowledge: Knowledge-aware Gated Recurrent Memory Network Code
#10YORO
81.82
Laptop (Acc)
No paperCode
#11SDGCN-BERTSOTA
81.35
Laptop (Acc)· 2019-06-11
Modeling Sentiment Dependencies with Graph Convolutional Networks for Aspect-level Sentiment Classification Code
#12RGAT+
81.25
Laptop (Acc)· 2020-02-22
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network Code
#13InstructABSA
80.56
Laptop (Acc)· 2023-02-16
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis Code
#14BERT-ADA
80.23
Laptop (Acc)· Extra Data· 2019-08-30
Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification Code
#15AEN-BERTSOTA
79.93
Laptop (Acc)· 2019-02-25
Attentional Encoder Network for Targeted Sentiment Classification Code
#16PH-SUM
79.55
Laptop (Acc)· 2020-10-22
Improving BERT Performance for Aspect-Based Sentiment Analysis Code
#17BAT
79.35
Laptop (Acc)· 2020-01-30
Adversarial Training for Aspect-Based Sentiment Analysis with BERT Code
#18BERT-SPC
78.99
Laptop (Acc)· 2019-02-25
Attentional Encoder Network for Targeted Sentiment Classification Code
#19BERT-PT
78.07
Laptop (Acc)· Extra Data· 2019-04-03
BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis Code
#20MCRF-SA
77.64
Laptop (Acc)· 2020-10-06
Aspect Based Sentiment Analysis with Aspect-Specific Opinion Spans Code
#21TNet-ATT(+AS)
77.62
Laptop (Acc)· 2019-06-04
Progressive Self-Supervised Attention Learning for Aspect-Level Sentiment Analysis Code
#22HAPN
77.27
Laptop (Acc)
No paperCode
#23MGANSOTA
76.21
Laptop (Acc)· 2018-11-16
Exploiting Coarse-to-Fine Task Transfer for Aspect-level Sentiment Classification Code
#24TNet-LFSOTA
76.01
Laptop (Acc)· 2018-05-03
Transformation Networks for Target-Oriented Sentiment Classification Code
#25TNet
76.01
Laptop (Acc)· 2018-05-03
Transformation Networks for Target-Oriented Sentiment Classification Code
#26MGAN
75.39
Laptop (Acc)
No paperCode
#27IMN
75.36
Laptop (Acc)· 2019-06-17
An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis Code
#28BILSTM-ATT-G (TSSVAE)
75.34
Laptop (Acc)· 2018-10-24
Variational Semi-supervised Aspect-term Sentiment Analysis via Transformer
#29LCR-RotSOTA
75.24
Laptop (Acc)· 2018-02-03
Left-Center-Right Separated Neural Network for Aspect-based Sentiment Analysis with Rotatory Attention Code
#30SA-LSTM-P
75.1
Laptop (Acc)
No paperCode
#31BBLSTM-SL
74.9
Laptop (Acc)
No paper
#32AOA
74.5
Laptop (Acc)· 2018-04-18
Aspect Level Sentiment Classification with Attention-over-Attention Neural Networks Code
#33RAM
74.49
Laptop (Acc)
No paperCode
#34PBAN
74.12
Laptop (Acc)
No paperCode
#35IARM
73.8
Laptop (Acc)
No paperCode
#36AEN-GloVe
73.51
Laptop (Acc)· 2019-02-25
Attentional Encoder Network for Targeted Sentiment Classification Code
#37NP (hops)
72.43
Laptop (Acc)
No paper
#38MemNetSOTA
72.21
Laptop (Acc)· 2016-05-28
Aspect Level Sentiment Classification with Deep Memory Network Code
#39IAN
72.1
Laptop (Acc)· 2017-09-04
Interactive Attention Networks for Aspect-Level Sentiment Classification Code
#40LSTM+SynATT+TarRep
71.94
Laptop (Acc)
No paper
#41JCI (hops)
71.79
Laptop (Acc)
No paper
#42PRET+MULT
71.15
Laptop (Acc)· 2018-06-12
Exploiting Document Knowledge for Aspect-level Sentiment Classification Code
#43PF-CNN
70.06
Laptop (Acc)· 2019-09-13
Parameterized Convolutional Neural Networks for Aspect Level Sentiment Classification
#44ATAE-LSTM
68.7
Laptop (Acc)
No paperCode
#45TD-LSTMSOTA
68.13
Laptop (Acc)· 2015-12-03
Effective LSTMs for Target-Dependent Sentiment Classification Code