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

Metric: Restaurant (Acc) (higher is better)

LeaderboardDataset

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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