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

Metric: Restaurant (Acc) (higher is better)

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#	Model↕	Restaurant (Acc)▼	Extra Data	Paper	Date↕	Code
1	ABSA-DeBERTa	8946	No	-	-	Code
2	MT-ISA	92.68	No	Multi-Task Learning with LLMs for Implicit Senti...	2024-12-12	-
3	RVISA	91.52	No	RVISA: Reasoning and Verification for Implicit S...	2024-07-02	-
4	LSA+DeBERTa-V3-Large	90.33	No	LSA: Modeling Aspect Sentiment Coherency via Loc...	2021-10-16	Code
5	LCF-ATEPC	90.18	Yes	A Multi-task Learning Model for Chinese-oriented...	2019-12-17	Code
6	DPL-BERT	89.54	Yes	Towards Unifying the Label Space for Aspect- and...	2022-03-14	Code
7	BERT-ADA	87.89	Yes	Adapt or Get Left Behind: Domain Adaptation thro...	2019-08-30	Code
8	MaskedABSA	87.65	No	-	-	Code
9	RoBERTa+MLP	87.37	No	Does syntax matter? A strong baseline for Aspect...	2021-04-11	Code
10	KaGRMN-DSG	87.35	No	Understand me, if you refer to Aspect Knowledge:...	2021-08-05	Code
11	YORO	87.14	No	-	-	Code
12	RGAT+	86.59	No	Investigating Typed Syntactic Dependencies for T...	2020-02-22	Code
13	PH-SUM	86.37	No	Improving BERT Performance for Aspect-Based Sent...	2020-10-22	Code
14	BERT-IL Finetuned	86.2	No	Does BERT Understand Sentiment? Leveraging Compa...	2020-11-23	-
15	BAT	86.03	No	Adversarial Training for Aspect-Based Sentiment ...	2020-01-30	Code
16	BERT-PT	84.95	Yes	BERT Post-Training for Review Reading Comprehens...	2019-04-03	Code
17	BERT-SPC	84.46	No	Attentional Encoder Network for Targeted Sentime...	2019-02-25	Code
18	IMN	83.89	No	An Interactive Multi-Task Learning Network for E...	2019-06-17	Code
19	SDGCN-BERT	83.57	No	Modeling Sentiment Dependencies with Graph Convo...	2019-06-11	Code
20	AEN-BERT	83.12	No	Attentional Encoder Network for Targeted Sentime...	2019-02-25	Code
21	MCRF-SA	82.86	No	Aspect Based Sentiment Analysis with Aspect-Spec...	2020-10-06	Code
22	ATLX-Ent	82.86	No	-	-	Code
23	ATLX	82.62	No	-	-	Code
24	InstructABSA	82.44	No	InstructABSA: Instruction Learning for Aspect Ba...	2023-02-16	Code
25	HAPN	82.23	No	-	-	Code
26	SA-LSTM-P	81.6	No	-	-	Code
27	TNet-ATT(+AS)	81.53	No	Progressive Self-Supervised Attention Learning f...	2019-06-04	Code
28	MGAN	81.49	No	Exploiting Coarse-to-Fine Task Transfer for Aspe...	2018-11-16	Code
29	LCR-Rot	81.34	No	Left-Center-Right Separated Neural Network for A...	2018-02-03	Code
30	BBLSTM-SL	81.3	No	-	-	-
31	MGAN	81.25	No	-	-	Code
32	AOA	81.2	No	Aspect Level Sentiment Classification with Atten...	2018-04-18	Code
33	PBAN	81.16	No	-	-	Code
34	BILSTM-ATT-G (TSSVAE)	81.1	No	Variational Semi-supervised Aspect-term Sentimen...	2018-10-24	-
35	AEN-GloVe	80.98	No	Attentional Encoder Network for Targeted Sentime...	2019-02-25	Code
36	MemNet	80.95	No	Aspect Level Sentiment Classification with Deep ...	2016-05-28	Code
37	TNet-LF	80.79	No	Transformation Networks for Target-Oriented Sent...	2018-05-03	Code
38	TNet	80.79	No	Transformation Networks for Target-Oriented Sent...	2018-05-03	Code
39	LSTM+SynATT+TarRep	80.63	No	-	-	-
40	RAM	80.23	No	-	-	Code
41	IARM	80	No	-	-	Code
42	PF-CNN	79.2	No	Parameterized Convolutional Neural Networks for ...	2019-09-13	-
43	PRET+MULT	79.11	No	Exploiting Document Knowledge for Aspect-level S...	2018-06-12	Code
44	JCI (hops)	78.79	No	-	-	-
45	IAN	78.6	No	Interactive Attention Networks for Aspect-Level ...	2017-09-04	Code
46	ATAE-LSTM	77.2	No	-	-	Code
47	NP (hops)	75.73	No	-	-	-
48	TD-LSTM	75.63	No	Effective LSTMs for Target-Dependent Sentiment C...	2015-12-03	Code

#1ABSA-DeBERTa
8946
Restaurant (Acc)
No paperCode
#2MT-ISASOTA
92.68
Restaurant (Acc)· 2024-12-12
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning
#3RVISASOTA
91.52
Restaurant (Acc)· 2024-07-02
RVISA: Reasoning and Verification for Implicit Sentiment Analysis
#4LSA+DeBERTa-V3-LargeSOTA
90.33
Restaurant (Acc)· 2021-10-16
LSA: Modeling Aspect Sentiment Coherency via Local Sentiment Aggregation Code
#5LCF-ATEPCSOTA
90.18
Restaurant (Acc)· Extra Data· 2019-12-17
A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term Extraction Code
#6DPL-BERT
89.54
Restaurant (Acc)· Extra Data· 2022-03-14
Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment Analysis Code
#7BERT-ADASOTA
87.89
Restaurant (Acc)· Extra Data· 2019-08-30
Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification Code
#8MaskedABSA
87.65
Restaurant (Acc)
No paperCode
#9RoBERTa+MLP
87.37
Restaurant (Acc)· 2021-04-11
Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTa Code
#10KaGRMN-DSG
87.35
Restaurant (Acc)· 2021-08-05
Understand me, if you refer to Aspect Knowledge: Knowledge-aware Gated Recurrent Memory Network Code
#11YORO
87.14
Restaurant (Acc)
No paperCode
#12RGAT+
86.59
Restaurant (Acc)· 2020-02-22
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network Code
#13PH-SUM
86.37
Restaurant (Acc)· 2020-10-22
Improving BERT Performance for Aspect-Based Sentiment Analysis Code
#14BERT-IL Finetuned
86.2
Restaurant (Acc)· 2020-11-23
Does BERT Understand Sentiment? Leveraging Comparisons Between Contextual and Non-Contextual Embeddings to Improve Aspect-Based Sentiment Models
#15BAT
86.03
Restaurant (Acc)· 2020-01-30
Adversarial Training for Aspect-Based Sentiment Analysis with BERT Code
#16BERT-PTSOTA
84.95
Restaurant (Acc)· Extra Data· 2019-04-03
BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis Code
#17BERT-SPCSOTA
84.46
Restaurant (Acc)· 2019-02-25
Attentional Encoder Network for Targeted Sentiment Classification Code
#18IMN
83.89
Restaurant (Acc)· 2019-06-17
An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis Code
#19SDGCN-BERT
83.57
Restaurant (Acc)· 2019-06-11
Modeling Sentiment Dependencies with Graph Convolutional Networks for Aspect-level Sentiment Classification Code
#20AEN-BERT
83.12
Restaurant (Acc)· 2019-02-25
Attentional Encoder Network for Targeted Sentiment Classification Code
#21MCRF-SA
82.86
Restaurant (Acc)· 2020-10-06
Aspect Based Sentiment Analysis with Aspect-Specific Opinion Spans Code
#22ATLX-Ent
82.86
Restaurant (Acc)
No paperCode
#23ATLX
82.62
Restaurant (Acc)
No paperCode
#24InstructABSA
82.44
Restaurant (Acc)· 2023-02-16
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis Code
#25HAPN
82.23
Restaurant (Acc)
No paperCode
#26SA-LSTM-P
81.6
Restaurant (Acc)
No paperCode
#27TNet-ATT(+AS)
81.53
Restaurant (Acc)· 2019-06-04
Progressive Self-Supervised Attention Learning for Aspect-Level Sentiment Analysis Code
#28MGANSOTA
81.49
Restaurant (Acc)· 2018-11-16
Exploiting Coarse-to-Fine Task Transfer for Aspect-level Sentiment Classification Code
#29LCR-RotSOTA
81.34
Restaurant (Acc)· 2018-02-03
Left-Center-Right Separated Neural Network for Aspect-based Sentiment Analysis with Rotatory Attention Code
#30BBLSTM-SL
81.3
Restaurant (Acc)
No paper
#31MGAN
81.25
Restaurant (Acc)
No paperCode
#32AOA
81.2
Restaurant (Acc)· 2018-04-18
Aspect Level Sentiment Classification with Attention-over-Attention Neural Networks Code
#33PBAN
81.16
Restaurant (Acc)
No paperCode
#34BILSTM-ATT-G (TSSVAE)
81.1
Restaurant (Acc)· 2018-10-24
Variational Semi-supervised Aspect-term Sentiment Analysis via Transformer
#35AEN-GloVe
80.98
Restaurant (Acc)· 2019-02-25
Attentional Encoder Network for Targeted Sentiment Classification Code
#36MemNetSOTA
80.95
Restaurant (Acc)· 2016-05-28
Aspect Level Sentiment Classification with Deep Memory Network Code
#37TNet-LF
80.79
Restaurant (Acc)· 2018-05-03
Transformation Networks for Target-Oriented Sentiment Classification Code
#38TNet
80.79
Restaurant (Acc)· 2018-05-03
Transformation Networks for Target-Oriented Sentiment Classification Code
#39LSTM+SynATT+TarRep
80.63
Restaurant (Acc)
No paper
#40RAM
80.23
Restaurant (Acc)
No paperCode
#41IARM
80
Restaurant (Acc)
No paperCode
#42PF-CNN
79.2
Restaurant (Acc)· 2019-09-13
Parameterized Convolutional Neural Networks for Aspect Level Sentiment Classification
#43PRET+MULT
79.11
Restaurant (Acc)· 2018-06-12
Exploiting Document Knowledge for Aspect-level Sentiment Classification Code
#44JCI (hops)
78.79
Restaurant (Acc)
No paper
#45IAN
78.6
Restaurant (Acc)· 2017-09-04
Interactive Attention Networks for Aspect-Level Sentiment Classification Code
#46ATAE-LSTM
77.2
Restaurant (Acc)
No paperCode
#47NP (hops)
75.73
Restaurant (Acc)
No paper
#48TD-LSTMSOTA
75.63
Restaurant (Acc)· 2015-12-03
Effective LSTMs for Target-Dependent Sentiment Classification Code