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
BUTknot at SemEval-2016 Task 5: Supervised Machine Learning with Term Substitution Approach in Aspect Category Detection0
Can Domain Adaptation be Handled as Analogies?0
CAN\'EPHORE : un corpus fran pour la fouille d'opinion cibl\'ee0
CERM: Context-aware Literature-based Discovery via Sentiment Analysis0
COMMIT at SemEval-2016 Task 5: Sentiment Analysis with Rhetorical Structure Theory0
Complex and Precise Movie and Book Annotations in French Language for Aspect Based Sentiment Analysis0
Comprehensive Analysis of Aspect Term Extraction Methods using Various Text Embeddings0
Context-aware Embedding for Targeted Aspect-based Sentiment Analysis0
CrosGrpsABS: Cross-Attention over Syntactic and Semantic Graphs for Aspect-Based Sentiment Analysis in a Low-Resource Language0
Cross-domain aspect extraction for sentiment analysis: a transductive learning approach0
Cross-Domain Review Generation for Aspect-Based Sentiment Analysis0
Neural Attention Model for Classification of Sentences that Support Promoting/Suppressing Relationship0
NILC\_USP: Aspect Extraction using Semantic Labels0
NileTMRG at SemEval-2016 Task 5: Deep Convolutional Neural Networks for Aspect Category and Sentiment Extraction0
NLANGP at SemEval-2016 Task 5: Improving Aspect Based Sentiment Analysis using Neural Network Features0
NLANGP: Supervised Machine Learning System for Aspect Category Classification and Opinion Target Extraction0
NRC-Canada-2014: Detecting Aspects and Sentiment in Customer Reviews0
On the current state of reproducibility and reporting of uncertainty for Aspect-based Sentiment Analysis0
On the Robustness of Aspect-based Sentiment Analysis: Rethinking Model, Data, and Training0
Opinion Transmission Network for Jointly Improving Aspect-oriented Opinion Words Extraction and Sentiment Classification0
Out of Context: A New Clue for Context Modeling of Aspect-based Sentiment Analysis0
PanoSent: A Panoptic Sextuple Extraction Benchmark for Multimodal Conversational Aspect-based Sentiment Analysis0
Position-based Contributive Embeddings for Aspect-Based Sentiment Analysis0
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis0
PhraseRNN: Phrase Recursive Neural Network for Aspect-based Sentiment Analysis0
Question-Driven Span Labeling Model for Aspect–Opinion Pair Extraction0
Recursive Neural Conditional Random Fields for Aspect-based Sentiment Analysis0
Regrexit or not Regrexit: Aspect-based Sentiment Analysis in Polarized Contexts0
Resource Creation and Evaluation of Aspect Based Sentiment Analysis in Urdu0
Rude waiter but mouthwatering pastries! An exploratory study into Dutch Aspect-Based Sentiment Analysis0
RVISA: Reasoning and Verification for Implicit Sentiment Analysis0
SAP-RI: A Constrained and Supervised Approach for Aspect-Based Sentiment Analysis0
SA-UZH: Verb-based Sentiment Analysis0
SeemGo: Conditional Random Fields Labeling and Maximum Entropy Classification for Aspect Based Sentiment Analysis0
Semantics-Preserved Data Augmentation for Aspect-Based Sentiment Analysis0
SemEval-2014 Task 4: Aspect Based Sentiment Analysis0
SemEval-2015 Task 12: Aspect Based Sentiment Analysis0
SemEval-2016 Task 5: Aspect Based Sentiment Analysis0
Variational Semi-supervised Aspect-term Sentiment Analysis via Transformer0
SenPoi at SemEval-2022 Task 10: Point me to your Opinion, SenPoi0
SentEMO: A Multilingual Adaptive Platform for Aspect-based Sentiment and Emotion Analysis0
Sentibase: Sentiment Analysis in Twitter on a Budget0
SentiHood: Targeted Aspect Based Sentiment Analysis Dataset for Urban Neighbourhoods0
Sentiment Analysis in Twitter: A SemEval Perspective0
Sentiment Expression Boundaries in Sentiment Polarity Classification0
SentiPrompt: Sentiment Knowledge Enhanced Prompt-Tuning for Aspect-Based Sentiment Analysis0
SentiSys at SemEval-2016 Task 5: Opinion Target Extraction and Sentiment Polarity Detection0
SentiTel: TABSA for Twitter reviews on Uganda Telecoms0
Sentiue: Target and Aspect based Sentiment Analysis in SemEval-2015 Task 120
Seq2Path: Generating Sentiment Tuples as Paths of a Tree0
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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