SOTAVerified

Aspect-Based Sentiment Analysis (ABSA)

Aspect-Based Sentiment Analysis (ABSA) is a Natural Language Processing task that aims to identify and extract the sentiment of specific aspects or components of a product or service. ABSA typically involves a multi-step process that begins with identifying the aspects or features of the product or service that are being discussed in the text. This is followed by sentiment analysis, where the sentiment polarity (positive, negative, or neutral) is assigned to each aspect based on the context of the sentence or document. Finally, the results are aggregated to provide an overall sentiment for each aspect.

And recent works propose more challenging ABSA tasks to predict sentiment triplets or quadruplets (Chen et al., 2022), the most influential of which are ASTE (Peng et al., 2020; Zhai et al., 2022), TASD (Wan et al., 2020), ASQP (Zhang et al., 2021a) and ACOS with an emphasis on the implicit aspects or opinions (Cai et al., 2020a).

( Source: MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction )

Papers

Showing 201250 of 469 papers

TitleStatusHype
SGPT: Semantic Graphs based Pre-training for Aspect-based Sentiment Analysis0
Question-Driven Span Labeling Model for Aspect–Opinion Pair Extraction0
Interventional Aspect-Based Sentiment Analysis0
Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTaCode1
Attention-based Relational Graph Convolutional Network for Target-Oriented Opinion Words ExtractionCode1
InterpreT: An Interactive Visualization Tool for Interpreting Transformers0
Data Augmentation in a Hybrid Approach for Aspect-Based Sentiment AnalysisCode0
Investigating Monolingual and Multilingual BERTModels for Vietnamese Aspect Category Detection0
Enhanced Aspect-Based Sentiment Analysis Models with Progressive Self-supervised Attention LearningCode1
Fine-tuning Pretrained Multilingual BERT Model for Indonesian Aspect-based Sentiment Analysis0
Leveraging Recursive Processing for Neural-Symbolic Affect-Target Associations0
Arabic aspect based sentiment analysis using bidirectional GRU based models0
Reproducibility, Replicability and Beyond: Assessing Production Readiness of Aspect Based Sentiment Analysis in the WildCode1
A Joint Training Dual-MRC Framework for Aspect Based Sentiment Analysis0
Meta Auxiliary Labels with Constituent-based Transformer for Aspect-based Sentiment Analysis0
A multi-task learning network using shared BERT models for aspect-based sentiment analysis0
Exploiting BERT to improve aspect-based sentiment analysis performance on Persian languageCode0
ABSA-Bench: Towards the Unified Evaluation of Aspect-based Sentiment Analysis Research0
It’s absolutely divine! Can fine-grained sentiment analysis benefit from coreference resolution?0
Label Correction Model for Aspect-based Sentiment Analysis0
METNet: A Mutual Enhanced Transformation Network for Aspect-based Sentiment Analysis0
Aspect-Category based Sentiment Analysis with Hierarchical Graph Convolutional Network0
Joint Aspect Extraction and Sentiment Analysis with Directional Graph Convolutional NetworksCode1
Regrexit or not Regrexit: Aspect-based Sentiment Analysis in Polarized Contexts0
Aspect Extraction Using Coreference Resolution and Unsupervised Filtering0
Resource Creation and Evaluation of Aspect Based Sentiment Analysis in Urdu0
Unsupervised Aspect-Level Sentiment Controllable Style Transfer0
BAN-ABSA: An Aspect-Based Sentiment Analysis dataset for Bengali and it's baseline evaluation0
Does BERT Understand Sentiment? Leveraging Comparisons Between Contextual and Non-Contextual Embeddings to Improve Aspect-Based Sentiment Models0
SigmaLaw-ABSA: Dataset for Aspect-Based Sentiment Analysis in Legal Opinion Texts0
Aspect Based Sentiment Analysis with Self-Attention and Gated Convolutional Networks0
A structure-enhanced graph convolutional network for sentiment analysis0
Unified Feature and Instance Based Domain Adaptation for Aspect-Based Sentiment Analysis0
Transformer-based Multi-Aspect Modeling for Multi-Aspect Multi-Sentiment Analysis0
Opinion Transmission Network for Jointly Improving Aspect-oriented Opinion Words Extraction and Sentiment Classification0
Understanding Pre-trained BERT for Aspect-based Sentiment AnalysisCode1
Introducing Syntactic Structures into Target Opinion Word Extraction with Deep Learning0
Improving Aspect-based Sentiment Analysis with Gated Graph Convolutional Networks and Syntax-based Regulation0
Multiple-element joint detection for Aspect-Based Sentiment Analysis0
Improving BERT Performance for Aspect-Based Sentiment AnalysisCode1
Context-Guided BERT for Targeted Aspect-Based Sentiment AnalysisCode1
Weakly-Supervised Aspect-Based Sentiment Analysis via Joint Aspect-Sentiment Topic EmbeddingCode1
Aspect Based Sentiment Analysis with Aspect-Specific Opinion SpansCode1
A Multi-task Learning Framework for Opinion Triplet ExtractionCode1
Aspect-Based Sentiment Analysis in Education Domain0
Enhancing Fine-grained Sentiment Classification Exploiting Local Context EmbeddingCode2
Aspect-based Sentiment Analysis on Indonesia’s Tourism Destinations Based on Google Maps User Code-Mixed Reviews (Study Case: Borobudur and Prambanan Temples)0
Learning Rewards from Linguistic FeedbackCode1
GRACE: Gradient Harmonized and Cascaded Labeling for Aspect-based Sentiment AnalysisCode1
Tasty Burgers, Soggy Fries: Probing Aspect Robustness in Aspect-Based Sentiment AnalysisCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ABSA-DeBERTaMean Acc (Restaurant + Laptop)8,611Unverified
2MT-ISAMean Acc (Restaurant + Laptop)89.21Unverified
3RVISAMean Acc (Restaurant + Laptop)89.1Unverified
4LSA+DeBERTa-V3-LargeMean Acc (Restaurant + Laptop)88.27Unverified
5MaskedABSAMean Acc (Restaurant + Laptop)86.95Unverified
6LCF-ATEPCMean Acc (Restaurant + Laptop)86.24Unverified
7BERT-IL FinetunedRestaurant (Acc)86.2Unverified
8DPL-BERTMean Acc (Restaurant + Laptop)85.75Unverified
9RoBERTa+MLPMean Acc (Restaurant + Laptop)85.58Unverified
10KaGRMN-DSGMean Acc (Restaurant + Laptop)84.61Unverified
#ModelMetricClaimedVerifiedStatus
1MvP (multi-task)F1 (L14)65.3Unverified
2ASTE-TransformerF1 (L14)64.9Unverified
3Seq2PathF1 (L14)64.82Unverified
4MvPF1 (L14)63.33Unverified
5UIEF1 (L14)62.94Unverified
6AugABSAF1 (L14)62.66Unverified
7LEGO-ABSA (multi-task)F1 (L14)62.2Unverified
8DLOF1 (L14)61.46Unverified
9ParaphraseF1 (L14)61.13Unverified
10Span-ASTEF1 (L14)59.38Unverified
#ModelMetricClaimedVerifiedStatus
1MvP (multi-task)F1 (R15)52.21Unverified
2MvPF1 (R15)51.04Unverified
3AugABSAF1 (R15)50.01Unverified
4DLOF1 (R15)48.18Unverified
5ParaphraseF1 (R15)46.93Unverified
6LEGO-ABSA (multi-task)F1 (R15)46.1Unverified
7GASF1 (R15)45.98Unverified
8Gemma-3-27B (50-shot, self-consistency learning)F1 (R15)41.74Unverified
9Gemma-3-27B (10-shot, self-consistency learning)F1 (R15)39.95Unverified
10TAS-BRETF1 (R15)34.78Unverified
#ModelMetricClaimedVerifiedStatus
1MvP (multi-task)F1 (R15)64.74Unverified
2MvPF1 (R15)64.53Unverified
3ParaphraseF1 (R15)63.06Unverified
4DLOF1 (R15)62.95Unverified
5LEGO-ABSA (multi-task)F1 (R15)62.3Unverified
6Gemma-3-27B (50-shot, self-consistency learning)F1 (R15)62.12Unverified
7GASF1 (R15)60.63Unverified
8TAS-BERTF1 (R15)57.51Unverified
9Gemma-3-27B (10-shot, self-consistency learning)F1 (R15)54.37Unverified
10ChatGPT (gpt-3.5-turbo, few-shot)F1 (R16)46.51Unverified
#ModelMetricClaimedVerifiedStatus
1MvPF1 (Laptop)43.92Unverified
2MvP (muilti-task)F1 (Laptop)43.84Unverified
3DLOF1 (Laptop)43.64Unverified
4ParaphraseF1 (Laptop)43.51Unverified
5UnifiedABSA (multi-task)F1 (Laptop)42.58Unverified
6ChatGPT (gpt-3.5-turbo, few-shot)F1 (Restaurant)37.71Unverified
7Extract-ClassifyF1 (Laptop)36.42Unverified
8TAS-BERTF1 (Laptop)27.31Unverified
9ChatGPT (gpt-3.5-turbo, zero-shot)F1 (Restaurant)27.11Unverified
#ModelMetricClaimedVerifiedStatus
1InstructABSAF179.34Unverified
2FS-ABSAF171.16Unverified
3SPANF168.06Unverified
4RACL-BERTF163.4Unverified
5BERT-E2E-ABSAF161.12Unverified
6DOERF160.35Unverified
7IMNF158.37Unverified
8E2E-TBSAF157.9Unverified
9Double-propagationF127.1Unverified
#ModelMetricClaimedVerifiedStatus
1YOROAcc86.08Unverified
2RGAT+Acc84.52Unverified
3TGCN + BERTAcc83.68Unverified
4CapsNet-BERTAcc83.39Unverified
5CapsNet-BERT-DRAcc82.97Unverified
#ModelMetricClaimedVerifiedStatus
1BERT-pair-QA-BAspect87.9Unverified
2BERT-pair-QA-MAspect86.4Unverified
3Liu et al.Aspect78.5Unverified
4Sentic LSTM + TA + SAAspect78.18Unverified
5LSTM-LOCAspect69.3Unverified
#ModelMetricClaimedVerifiedStatus
1DeBERTa-pair-largeF1 (%)80.9Unverified
2RoBERTa-pair-largeF1 (%)80Unverified
3BERT-single-largeF1 (%)78.8Unverified
4BERT-PTF1 (%)78.8Unverified
#ModelMetricClaimedVerifiedStatus
1InstructABSALaptop (F1)92.3Unverified
2BERT-PTLaptop (F1)84.26Unverified
3SyMuxLaptop (F1)78.99Unverified
4RNCRFLaptop (F1)78.42Unverified
#ModelMetricClaimedVerifiedStatus
1gpt-3.5 finetunedF183.76Unverified
2FS-ABSAF171.16Unverified
3RACL-BERTF163.4Unverified
#ModelMetricClaimedVerifiedStatus
1MaskedABSARestaurant (Acc)91.53Unverified
2HAABSA++Restaurant (Acc)81.7Unverified
3HAABSARestaurant (Acc)80.6Unverified
#ModelMetricClaimedVerifiedStatus
1BERT-pair-QA-BAccuracy (3-way)89.9Unverified
2ATLXAccuracy (3-way)82.62Unverified
#ModelMetricClaimedVerifiedStatus
1HGCNAcc78.64Unverified
#ModelMetricClaimedVerifiedStatus
1HGCNAcc84.09Unverified
#ModelMetricClaimedVerifiedStatus
1HGCNAcc82.66Unverified
#ModelMetricClaimedVerifiedStatus
1HGCNAcc89.84Unverified