ML Research Wiki / Benchmarks / Aspect-Based Sentiment Analysis (ABSA) / SemEval-2014 Task-4

SemEval-2014 Task-4

Aspect-Based Sentiment Analysis (ABSA) Benchmark

Performance Over Time

📊 Showing 32 results | 📏 Metric: Mean Acc (Restaurant + Laptop)

Top Performing Models

Rank	Model	Paper	Mean Acc (Restaurant + Laptop)	Date	Code
1	MT-ISA	Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning	92.68	2024-12-12	-
2	RVISA	RVISA: Reasoning and Verification for Implicit Sentiment Analysis	91.52	2024-07-02	-
3	LSA+DeBERTa-V3-Large	LSA: Modeling Aspect Sentiment Coherency via Local Sentiment Aggregation	90.33	2021-10-16	📦 yangheng95/PyABSA
4	LCF-ATEPC 📚	A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term Extraction	90.18	2019-12-17	📦 yangheng95/LC-ABSA 📦 yangheng95/pyabsa 📦 yangheng95/LCF-ATEPC
5	DPL-BERT 📚	Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment Analysis	89.54	2022-03-14	📦 yiming-zh/DPL
6	BERT-ADA 📚	Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification	87.89	2019-08-30	📦 yangheng95/LC-ABSA 📦 deepopinion/domain-adapted-atsc 📦 ardyh/bert-ada
7	RoBERTa+MLP	Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTa	87.37	2021-04-11	📦 ROGERDJQ/RoBERTaABSA
8	KaGRMN-DSG	Understand me, if you refer to Aspect Knowledge: Knowledge-aware Gated Recurrent Memory Network	87.35	2021-08-05	📦 XingBowen714/KaGRMN-DSG_ABSA
9	RGAT+	Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network	86.59	2020-02-22	📦 muyeby/RGAT-ABSA
10	PH-SUM	Improving BERT Performance for Aspect-Based Sentiment Analysis	86.37	2020-10-22	📦 IMPLabUniPr/BERT-for-ABSA 📦 akkarimi/Adversarial-Training-for-ABSA

All Papers (32)

Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning

2024

MT-ISA

RVISA: Reasoning and Verification for Implicit Sentiment Analysis

2024

RVISA

LSA: Modeling Aspect Sentiment Coherency via Local Sentiment Aggregation

2021

LSA+DeBERTa-V3-Large

yangheng95/PyABSA

A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term Extraction

2019

LCF-ATEPC

yangheng95/LC-ABSA yangheng95/pyabsa

Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment Analysis

2022

DPL-BERT

yiming-zh/DPL

Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification

2019

BERT-ADA

yangheng95/LC-ABSA deepopinion/domain-adapted-atsc ardyh/bert-ada

Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTa

2021

RoBERTa+MLP

ROGERDJQ/RoBERTaABSA

Understand me, if you refer to Aspect Knowledge: Knowledge-aware Gated Recurrent Memory Network

2021

KaGRMN-DSG

XingBowen714/KaGRMN-DSG_ABSA

Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network

2020

RGAT+

muyeby/RGAT-ABSA

Improving BERT Performance for Aspect-Based Sentiment Analysis

2020

PH-SUM

IMPLabUniPr/BERT-for-ABSA akkarimi/Adversarial-Training-for-ABSA

Does BERT Understand Sentiment? Leveraging Comparisons Between Contextual and Non-Contextual Embeddings to Improve Aspect-Based Sentiment Models

2020

BERT-IL Finetuned

Adversarial Training for Aspect-Based Sentiment Analysis with BERT

2020

BAT

IMPLabUniPr/Adversarial-Training-for-ABSA IMPLabUniPr/BERT-for-ABSA

BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis

2019

BERT-PT

howardhsu/BERT-for-RRC-ABSA

Attentional Encoder Network for Targeted Sentiment Classification

2019

BERT-SPC

songyouwei/ABSA-PyTorch yangheng95/LC-ABSA

An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis

2019

IMN

lixin4ever/BERT-E2E-ABSA lixin4ever/E2E-TBSA ruidan/IMN-E2E-ABSA

Modeling Sentiment Dependencies with Graph Convolutional Networks for Aspect-level Sentiment Classification

2019

SDGCN-BERT

Pinlong-Zhao/SDGCN

Attentional Encoder Network for Targeted Sentiment Classification

2019

AEN-BERT

songyouwei/ABSA-PyTorch yangheng95/LC-ABSA

Aspect Based Sentiment Analysis with Aspect-Specific Opinion Spans

2020

MCRF-SA

xuuuluuu/Aspect-Sentiment-Classification

InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis

2023

InstructABSA

kevinscaria/instructabsa

Progressive Self-Supervised Attention Learning for Aspect-Level Sentiment Analysis

2019

TNet-ATT(+AS)

DeepLearnXMU/PSSAttention

Exploiting Coarse-to-Fine Task Transfer for Aspect-level Sentiment Classification

2018

MGAN

hsqmlzno1/MGAN

Left-Center-Right Separated Neural Network for Aspect-based Sentiment Analysis with Rotatory Attention

2018

LCR-Rot

NUSTM/ABSC

Aspect Level Sentiment Classification with Attention-over-Attention Neural Networks

2018

AOA

songyouwei/ABSA-PyTorch yangheng95/LC-ABSA

Variational Semi-supervised Aspect-term Sentiment Analysis via Transformer

2018

BILSTM-ATT-G (TSSVAE)

Attentional Encoder Network for Targeted Sentiment Classification

2019

AEN-GloVe

songyouwei/ABSA-PyTorch yangheng95/LC-ABSA

Aspect Level Sentiment Classification with Deep Memory Network

2016

MemNet

songyouwei/ABSA-PyTorch jimmyyfeng/TD-LSTM

Transformation Networks for Target-Oriented Sentiment Classification

2018

TNet-LF

lixin4ever/TNet mindspore-courses/ABSA-MindSpore

Transformation Networks for Target-Oriented Sentiment Classification

2018

TNet

lixin4ever/TNet mindspore-courses/ABSA-MindSpore

Parameterized Convolutional Neural Networks for Aspect Level Sentiment Classification

2019

PF-CNN

Exploiting Document Knowledge for Aspect-level Sentiment Classification

2018

PRET+MULT

ruidan/Aspect-level-sentiment

Interactive Attention Networks for Aspect-Level Sentiment Classification

2017

IAN

songyouwei/ABSA-PyTorch NUSTM/ABSC

Effective LSTMs for Target-Dependent Sentiment Classification

2015

TD-LSTM

songyouwei/ABSA-PyTorch jimmyyfeng/TD-LSTM

Model	Paper	Mean Acc (Restaurant + Laptop)	Date
MT-ISA	Multi-Task Learning with LLMs for Implicit Sentim…	92.68	2024-12-12
RVISA	RVISA: Reasoning and Verification for Implicit Se…	91.52	2024-07-02
LSA+DeBERTa-V3-Large	LSA: Modeling Aspect Sentiment Coherency via Loca…	90.33	2021-10-16
LCF-ATEPC	A Multi-task Learning Model for Chinese-oriented …	90.18	2019-12-17
DPL-BERT	Towards Unifying the Label Space for Aspect- and …	89.54	2022-03-14
BERT-ADA	Adapt or Get Left Behind: Domain Adaptation throu…	87.89	2019-08-30
RoBERTa+MLP	Does syntax matter? A strong baseline for Aspect-…	87.37	2021-04-11
KaGRMN-DSG	Understand me, if you refer to Aspect Knowledge: …	87.35	2021-08-05
RGAT+	Investigating Typed Syntactic Dependencies for Ta…	86.59	2020-02-22
PH-SUM	Improving BERT Performance for Aspect-Based Senti…	86.37	2020-10-22
BERT-IL Finetuned	Does BERT Understand Sentiment? Leveraging Compar…	86.20	2020-11-23
BAT	Adversarial Training for Aspect-Based Sentiment A…	86.03	2020-01-30
BERT-PT	BERT Post-Training for Review Reading Comprehensi…	84.95	2019-04-03
BERT-SPC	Attentional Encoder Network for Targeted Sentimen…	84.46	2019-02-25
IMN	An Interactive Multi-Task Learning Network for En…	83.89	2019-06-17
SDGCN-BERT	Modeling Sentiment Dependencies with Graph Convol…	83.57	2019-06-11
AEN-BERT	Attentional Encoder Network for Targeted Sentimen…	83.12	2019-02-25
MCRF-SA	Aspect Based Sentiment Analysis with Aspect-Speci…	82.86	2020-10-06
InstructABSA	InstructABSA: Instruction Learning for Aspect Bas…	82.44	2023-02-16
TNet-ATT(+AS)	Progressive Self-Supervised Attention Learning fo…	81.53	2019-06-04
MGAN	Exploiting Coarse-to-Fine Task Transfer for Aspec…	81.49	2018-11-16
LCR-Rot	Left-Center-Right Separated Neural Network for As…	81.34	2018-02-03
AOA	Aspect Level Sentiment Classification with Attent…	81.20	2018-04-18
BILSTM-ATT-G (TSSVAE)	Variational Semi-supervised Aspect-term Sentiment…	81.10	2018-10-24
AEN-GloVe	Attentional Encoder Network for Targeted Sentimen…	80.98	2019-02-25
MemNet	Aspect Level Sentiment Classification with Deep M…	80.95	2016-05-28
TNet-LF	Transformation Networks for Target-Oriented Senti…	80.79	2018-05-03
TNet	Transformation Networks for Target-Oriented Senti…	80.79	2018-05-03
PF-CNN	Parameterized Convolutional Neural Networks for A…	79.20	2019-09-13
PRET+MULT	Exploiting Document Knowledge for Aspect-level Se…	79.11	2018-06-12
IAN	Interactive Attention Networks for Aspect-Level S…	78.60	2017-09-04
TD-LSTM	Effective LSTMs for Target-Dependent Sentiment Cl…	75.63	2015-12-03

SemEval-2014 Task-4

Performance Over Time

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Top Performing Models

All Papers (32)

Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning

RVISA: Reasoning and Verification for Implicit Sentiment Analysis

LSA: Modeling Aspect Sentiment Coherency via Local Sentiment Aggregation

A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term Extraction

Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment Analysis

Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification

Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTa

Understand me, if you refer to Aspect Knowledge: Knowledge-aware Gated Recurrent Memory Network

Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network

Improving BERT Performance for Aspect-Based Sentiment Analysis

Does BERT Understand Sentiment? Leveraging Comparisons Between Contextual and Non-Contextual Embeddings to Improve Aspect-Based Sentiment Models

Adversarial Training for Aspect-Based Sentiment Analysis with BERT

BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis

Attentional Encoder Network for Targeted Sentiment Classification

An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis

Modeling Sentiment Dependencies with Graph Convolutional Networks for Aspect-level Sentiment Classification

Attentional Encoder Network for Targeted Sentiment Classification

Aspect Based Sentiment Analysis with Aspect-Specific Opinion Spans

InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis

Progressive Self-Supervised Attention Learning for Aspect-Level Sentiment Analysis

Exploiting Coarse-to-Fine Task Transfer for Aspect-level Sentiment Classification

Left-Center-Right Separated Neural Network for Aspect-based Sentiment Analysis with Rotatory Attention

Aspect Level Sentiment Classification with Attention-over-Attention Neural Networks

Variational Semi-supervised Aspect-term Sentiment Analysis via Transformer

Attentional Encoder Network for Targeted Sentiment Classification

Aspect Level Sentiment Classification with Deep Memory Network

Transformation Networks for Target-Oriented Sentiment Classification

Transformation Networks for Target-Oriented Sentiment Classification

Parameterized Convolutional Neural Networks for Aspect Level Sentiment Classification

Exploiting Document Knowledge for Aspect-level Sentiment Classification

Interactive Attention Networks for Aspect-Level Sentiment Classification

Effective LSTMs for Target-Dependent Sentiment Classification