Sentiment Analysis on SemEval-2014 Task-4

Metric: Mean Acc (Restaurant + Laptop) (higher is better)

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#	Model↕	Mean Acc (Restaurant + Laptop)▼	Extra Data	Paper	Date↕	Code
1	ABSA-DeBERTa	8611	No	-	-	Code
2	MT-ISA	89.21	No	Multi-Task Learning with LLMs for Implicit Senti...	2024-12-12	-
3	RVISA	89.1	No	RVISA: Reasoning and Verification for Implicit S...	2024-07-02	-
4	LSA+DeBERTa-V3-Large	88.27	No	LSA: Modeling Aspect Sentiment Coherency via Loc...	2021-10-16	Code
5	MaskedABSA	86.95	No	-	-	Code
6	LCF-ATEPC	86.24	Yes	A Multi-task Learning Model for Chinese-oriented...	2019-12-17	Code
7	DPL-BERT	85.75	Yes	Towards Unifying the Label Space for Aspect- and...	2022-03-14	Code
8	RoBERTa+MLP	85.58	No	Does syntax matter? A strong baseline for Aspect...	2021-04-11	Code
9	KaGRMN-DSG	84.61	No	Understand me, if you refer to Aspect Knowledge:...	2021-08-05	Code
10	YORO	84.48	No	-	-	Code
11	BERT-ADA	84.06	Yes	Adapt or Get Left Behind: Domain Adaptation thro...	2019-08-30	Code
12	RGAT+	83.92	No	Investigating Typed Syntactic Dependencies for T...	2020-02-22	Code
13	PH-SUM	82.96	No	Improving BERT Performance for Aspect-Based Sent...	2020-10-22	Code
14	BAT	82.69	No	Adversarial Training for Aspect-Based Sentiment ...	2020-01-30	Code
15	SDGCN-BERT	82.46	No	Modeling Sentiment Dependencies with Graph Convo...	2019-06-11	Code
16	BERT-SPC	81.73	No	Attentional Encoder Network for Targeted Sentime...	2019-02-25	Code
17	AEN-BERT	81.53	No	Attentional Encoder Network for Targeted Sentime...	2019-02-25	Code
18	BERT-PT	81.51	Yes	BERT Post-Training for Review Reading Comprehens...	2019-04-03	Code
19	InstructABSA	81.5	No	InstructABSA: Instruction Learning for Aspect Ba...	2023-02-16	Code
20	MCRF-SA	80.25	No	Aspect Based Sentiment Analysis with Aspect-Spec...	2020-10-06	Code
21	HAPN	79.75	No	-	-	Code
22	IMN	79.63	No	An Interactive Multi-Task Learning Network for E...	2019-06-17	Code
23	TNet-ATT(+AS)	79.58	No	Progressive Self-Supervised Attention Learning f...	2019-06-04	Code
24	MGAN	78.85	No	Exploiting Coarse-to-Fine Task Transfer for Aspe...	2018-11-16	Code
25	TNet-LF	78.4	No	Transformation Networks for Target-Oriented Sent...	2018-05-03	Code
26	SA-LSTM-P	78.35	No	-	-	Code
27	MGAN	78.32	No	-	-	Code
28	LCR-Rot	78.29	No	Left-Center-Right Separated Neural Network for A...	2018-02-03	Code
29	BILSTM-ATT-G (TSSVAE)	78.22	No	Variational Semi-supervised Aspect-term Sentimen...	2018-10-24	-
30	BBLSTM-SL	78.1	No	-	-	-
31	AOA	77.85	No	Aspect Level Sentiment Classification with Atten...	2018-04-18	Code
32	PBAN	77.64	No	-	-	Code
33	RAM	77.36	No	-	-	Code
34	AEN-GloVe	77.25	No	Attentional Encoder Network for Targeted Sentime...	2019-02-25	Code
35	IARM	77.02	No	-	-	Code
36	MemNet	76.58	No	Aspect Level Sentiment Classification with Deep ...	2016-05-28	Code
37	LSTM+SynATT+TarRep	76.29	No	-	-	-
38	IAN	75.35	No	Interactive Attention Networks for Aspect-Level ...	2017-09-04	Code
39	JCI (hops)	75.29	No	-	-	-
40	PRET+MULT	75.13	No	Exploiting Document Knowledge for Aspect-level S...	2018-06-12	Code
41	PF-CNN	74.63	No	Parameterized Convolutional Neural Networks for ...	2019-09-13	-
42	NP (hops)	74.08	No	-	-	-
43	ATAE-LSTM	72.95	No	-	-	Code
44	TD-LSTM	71.88	No	Effective LSTMs for Target-Dependent Sentiment C...	2015-12-03	Code

#1ABSA-DeBERTa
8611
Mean Acc (Restaurant + Laptop)
No paperCode
#2MT-ISASOTA
89.21
Mean Acc (Restaurant + Laptop)· 2024-12-12
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning
#3RVISASOTA
89.1
Mean Acc (Restaurant + Laptop)· 2024-07-02
RVISA: Reasoning and Verification for Implicit Sentiment Analysis
#4LSA+DeBERTa-V3-LargeSOTA
88.27
Mean Acc (Restaurant + Laptop)· 2021-10-16
LSA: Modeling Aspect Sentiment Coherency via Local Sentiment Aggregation Code
#5MaskedABSA
86.95
Mean Acc (Restaurant + Laptop)
No paperCode
#6LCF-ATEPCSOTA
86.24
Mean Acc (Restaurant + Laptop)· Extra Data· 2019-12-17
A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term Extraction Code
#7DPL-BERT
85.75
Mean Acc (Restaurant + Laptop)· Extra Data· 2022-03-14
Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment Analysis Code
#8RoBERTa+MLP
85.58
Mean Acc (Restaurant + Laptop)· 2021-04-11
Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTa Code
#9KaGRMN-DSG
84.61
Mean Acc (Restaurant + Laptop)· 2021-08-05
Understand me, if you refer to Aspect Knowledge: Knowledge-aware Gated Recurrent Memory Network Code
#10YORO
84.48
Mean Acc (Restaurant + Laptop)
No paperCode
#11BERT-ADASOTA
84.06
Mean Acc (Restaurant + Laptop)· Extra Data· 2019-08-30
Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification Code
#12RGAT+
83.92
Mean Acc (Restaurant + Laptop)· 2020-02-22
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network Code
#13PH-SUM
82.96
Mean Acc (Restaurant + Laptop)· 2020-10-22
Improving BERT Performance for Aspect-Based Sentiment Analysis Code
#14BAT
82.69
Mean Acc (Restaurant + Laptop)· 2020-01-30
Adversarial Training for Aspect-Based Sentiment Analysis with BERT Code
#15SDGCN-BERTSOTA
82.46
Mean Acc (Restaurant + Laptop)· 2019-06-11
Modeling Sentiment Dependencies with Graph Convolutional Networks for Aspect-level Sentiment Classification Code
#16BERT-SPCSOTA
81.73
Mean Acc (Restaurant + Laptop)· 2019-02-25
Attentional Encoder Network for Targeted Sentiment Classification Code
#17AEN-BERT
81.53
Mean Acc (Restaurant + Laptop)· 2019-02-25
Attentional Encoder Network for Targeted Sentiment Classification Code
#18BERT-PT
81.51
Mean Acc (Restaurant + Laptop)· Extra Data· 2019-04-03
BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis Code
#19InstructABSA
81.5
Mean Acc (Restaurant + Laptop)· 2023-02-16
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis Code
#20MCRF-SA
80.25
Mean Acc (Restaurant + Laptop)· 2020-10-06
Aspect Based Sentiment Analysis with Aspect-Specific Opinion Spans Code
#21HAPN
79.75
Mean Acc (Restaurant + Laptop)
No paperCode
#22IMN
79.63
Mean Acc (Restaurant + Laptop)· 2019-06-17
An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis Code
#23TNet-ATT(+AS)
79.58
Mean Acc (Restaurant + Laptop)· 2019-06-04
Progressive Self-Supervised Attention Learning for Aspect-Level Sentiment Analysis Code
#24MGANSOTA
78.85
Mean Acc (Restaurant + Laptop)· 2018-11-16
Exploiting Coarse-to-Fine Task Transfer for Aspect-level Sentiment Classification Code
#25TNet-LFSOTA
78.4
Mean Acc (Restaurant + Laptop)· 2018-05-03
Transformation Networks for Target-Oriented Sentiment Classification Code
#26SA-LSTM-P
78.35
Mean Acc (Restaurant + Laptop)
No paperCode
#27MGAN
78.32
Mean Acc (Restaurant + Laptop)
No paperCode
#28LCR-RotSOTA
78.29
Mean Acc (Restaurant + Laptop)· 2018-02-03
Left-Center-Right Separated Neural Network for Aspect-based Sentiment Analysis with Rotatory Attention Code
#29BILSTM-ATT-G (TSSVAE)
78.22
Mean Acc (Restaurant + Laptop)· 2018-10-24
Variational Semi-supervised Aspect-term Sentiment Analysis via Transformer
#30BBLSTM-SL
78.1
Mean Acc (Restaurant + Laptop)
No paper
#31AOA
77.85
Mean Acc (Restaurant + Laptop)· 2018-04-18
Aspect Level Sentiment Classification with Attention-over-Attention Neural Networks Code
#32PBAN
77.64
Mean Acc (Restaurant + Laptop)
No paperCode
#33RAM
77.36
Mean Acc (Restaurant + Laptop)
No paperCode
#34AEN-GloVe
77.25
Mean Acc (Restaurant + Laptop)· 2019-02-25
Attentional Encoder Network for Targeted Sentiment Classification Code
#35IARM
77.02
Mean Acc (Restaurant + Laptop)
No paperCode
#36MemNetSOTA
76.58
Mean Acc (Restaurant + Laptop)· 2016-05-28
Aspect Level Sentiment Classification with Deep Memory Network Code
#37LSTM+SynATT+TarRep
76.29
Mean Acc (Restaurant + Laptop)
No paper
#38IAN
75.35
Mean Acc (Restaurant + Laptop)· 2017-09-04
Interactive Attention Networks for Aspect-Level Sentiment Classification Code
#39JCI (hops)
75.29
Mean Acc (Restaurant + Laptop)
No paper
#40PRET+MULT
75.13
Mean Acc (Restaurant + Laptop)· 2018-06-12
Exploiting Document Knowledge for Aspect-level Sentiment Classification Code
#41PF-CNN
74.63
Mean Acc (Restaurant + Laptop)· 2019-09-13
Parameterized Convolutional Neural Networks for Aspect Level Sentiment Classification
#42NP (hops)
74.08
Mean Acc (Restaurant + Laptop)
No paper
#43ATAE-LSTM
72.95
Mean Acc (Restaurant + Laptop)
No paperCode
#44TD-LSTMSOTA
71.88
Mean Acc (Restaurant + Laptop)· 2015-12-03
Effective LSTMs for Target-Dependent Sentiment Classification Code