Aspect-Based Sentiment Analysis (ABSA) 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