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 151200 of 469 papers

TitleStatusHype
Auto-ABSA: Cross-Domain Aspect Detection and Sentiment Analysis Using Auxiliary SentencesCode0
Adversarial Training for a Hybrid Approach to Aspect-Based Sentiment AnalysisCode0
AWARE: Aspect-Based Sentiment Analysis Dataset of Apps Reviews for Requirements Elicitation0
Seeking Common but Distinguishing Difference, A Joint Aspect-based Sentiment Analysis ModelCode0
A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis0
Discriminative Models Still Outperform Generative Models in Aspect Based Sentiment Analysis In Cross-Domain and Cross-Lingual Settings0
A Simple Information-Based Approach to Unsupervised Domain-Adaptive Aspect-Based Sentiment Analysis0
Human-in-the-Loop Disinformation Detection: Stance, Sentiment, or Something Else?0
Learning Implicit Sentiment in Aspect-based Sentiment Analysis with Supervised Contrastive Pre-TrainingCode1
Span Detection for Vietnamese Aspect-Based Sentiment Analysis0
A Fine-Grained Annotated Corpus for Target-Based Opinion Analysis of Economic and Financial Narratives0
Cross-lingual Aspect-based Sentiment Analysis with Aspect Term Code-SwitchingCode1
Semantics-Preserved Data Augmentation for Aspect-Based Sentiment Analysis0
Improving Federated Learning for Aspect-based Sentiment Analysis via Topic Memories0
Aspect-based Sentiment Analysis in Question Answering ForumsCode0
Self Question-answering: Aspect-based Sentiment Analysis by Role Flipped Machine Reading ComprehensionCode0
Unified Instance and Knowledge Alignment Pretraining for Aspect-based Sentiment AnalysisCode1
On the current state of reproducibility and reporting of uncertainty for Aspect-based Sentiment Analysis0
LSA: Modeling Aspect Sentiment Coherency via Local Sentiment AggregationCode0
Span Detection for Aspect-Based Sentiment Analysis in VietnameseCode1
Exploring Conditional Text Generation for Aspect-Based Sentiment AnalysisCode0
Aspect Sentiment Quad Prediction as Paraphrase GenerationCode1
Aspect-Based Sentiment Analysis and Singer Name Entity Recognition using Parameter Generation Network Based Transfer Learning0
A Comprehensive Overview of Recommender System and Sentiment Analysis0
To be Closer: Learning to Link up Aspects with OpinionsCode1
SentiPrompt: Sentiment Knowledge Enhanced Prompt-Tuning for Aspect-Based Sentiment Analysis0
Jointly Modeling Aspect and Polarity for Aspect-based Sentiment Analysis in Persian ReviewsCode0
Eliminating Sentiment Bias for Aspect-Level Sentiment Classification with Unsupervised Opinion ExtractionCode1
Web-sentiment analysis of public comments (public reviews) for languages with limited resources such as the Kazakh language0
Does local pruning offer task-specific models to learn effectively ?Code0
TEASER: Towards Efficient Aspect-based SEntiment Analysis and Recognition0
AR-BERT: Aspect-relation enhanced Aspect-level Sentiment Classification with Multi-modal ExplanationsCode1
Position-based Contributive Embeddings for Aspect-Based Sentiment Analysis0
Understand me, if you refer to Aspect Knowledge: Knowledge-aware Gated Recurrent Memory NetworkCode0
Making Flexible Use of Subtasks: A Multiplex Interaction Network for Unified Aspect-based Sentiment Analysis0
Dynamic and Multi-Channel Graph Convolutional Networks for Aspect-Based Sentiment Analysis0
Cross-Domain Review Generation for Aspect-Based Sentiment Analysis0
Enhancing Aspect Extraction for Hindi0
Dual Graph Convolutional Networks for Aspect-based Sentiment AnalysisCode1
Aspect-Category-Opinion-Sentiment Quadruple Extraction with Implicit Aspects and OpinionsCode1
Towards Generative Aspect-Based Sentiment AnalysisCode1
Arabic aspect sentiment polarity classification using BERT0
Learning Span-Level Interactions for Aspect Sentiment Triplet ExtractionCode1
Aspect-based Sentiment Analysis using BERT with Disentangled AttentionCode1
Out of Context: A New Clue for Context Modeling of Aspect-based Sentiment Analysis0
A Unified Generative Framework for Aspect-Based Sentiment AnalysisCode1
Deep Context- and Relation-Aware Learning for Aspect-based Sentiment Analysis0
Target-specified Sequence Labeling with Multi-head Self-attention for Target-oriented Opinion Words ExtractionCode0
Aspect-based Sentiment Analysis with Type-aware Graph Convolutional Networks and Layer EnsembleCode1
SA2SL: From Aspect-Based Sentiment Analysis to Social Listening System for Business IntelligenceCode1
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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