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A Challenge Dataset and Effective Models for Aspect-Based Sentiment Analysis

https://doi.org/10.18653/v1/d19-1654
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Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-319-93372-6_22openalex-snapshot
Aspect Level Sentiment Classification with Attention-over-Attention Neural Networks
inferredcites →https://doi.org/10.1016/j.neunet.2019.05.021openalex-snapshot
Hierarchical human-like strategy for aspect-level sentiment classification with sentiment linguistic knowledge and reinforcement learning
inferredcites →https://doi.org/10.1109/cvpr.2016.90openalex-snapshot
Deep Residual Learning for Image Recognition
inferredcites →https://doi.org/10.1609/aaai.v33i01.33016650openalex-snapshot
A Human-Like Semantic Cognition Network for Aspect-Level Sentiment Classification
inferredcites →https://doi.org/10.18653/v1/d16-1021openalex-snapshot
Aspect Level Sentiment Classification with Deep Memory Network
inferredcites →https://doi.org/10.18653/v1/d16-1058openalex-snapshot
Attention-based LSTM for Aspect-level Sentiment Classification
inferredcites →https://doi.org/10.18653/v1/n19-1423openalex-snapshot
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
inferredcites →https://doi.org/10.18653/v1/p18-1234openalex-snapshot
Aspect Based Sentiment Analysis with Gated Convolutional Networks
inferredcites →https://doi.org/10.24963/ijcai.2017/568openalex-snapshot
Interactive Attention Networks for Aspect-Level Sentiment Classification
inferredcites →https://doi.org/10.3115/v1/d14-1162openalex-snapshot
Glove: Global Vectors for Word Representation
inferredcites →https://doi.org/10.3115/v1/d14-1179openalex-snapshot
Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation
inferredcites →https://doi.org/10.3115/v1/p14-2009openalex-snapshot
Adaptive Recursive Neural Network for Target-dependent Twitter Sentiment Classification
inferredcites →https://doi.org/10.3115/v1/s14-2004openalex-snapshot
SemEval-2014 Task 4: Aspect Based Sentiment Analysis
inferredcites →https://doi.org/10.4230/lipics.cosit.2022.18openalex-snapshot
AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at Scale
inferredcites →https://doi.org/10.4230/oasics.dx.2026.15openalex-snapshot
AutoResearch Lite: a reproducible paper-inspired experiment runner (Adam mechanism reproduction and convergence-speed comparison)
inferredcites →https://doi.org/10.48550/arxiv.1412.6980openalex-snapshot
Adam: A Method for Stochastic Optimization
inferredcites →https://doi.org/10.48550/arxiv.1512.01100openalex-snapshot
Effective LSTMs for Target-Dependent Sentiment Classification
inferredcites →https://doi.org/10.48550/arxiv.1902.09314openalex-snapshot
Attentional Encoder Network for Targeted Sentiment Classification
inferredcites →https://doi.org/10.65215/2q58a426openalex-snapshot
Attention Is All You Need

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Extracting the Collaboration of Entity and Attribute: Gated Interactive Networks for Aspect Sentiment Analysis
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Sentence Constituent-Aware Aspect-Category Sentiment Analysis with Graph Attention Networks
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Transformer-Based Multi-aspect Modeling for Multi-aspect Multi-sentiment Analysis
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Overview of the NLPCC 2020 Shared Task: Multi-Aspect-Based Multi-Sentiment Analysis (MAMS)
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Better Queries for Aspect-Category Sentiment Classification
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A Joint Model for Aspect-Category Sentiment Analysis with Shared Sentiment Prediction Layer
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Modeling Inter-aspect Relationship with Conjunction for Aspect-Based Sentiment Analysis
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BERT-Based Multi-Task Learning for Aspect-Based Opinion Mining
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Locate and Combine: A Two-Stage Framework for Aspect-Category Sentiment Analysis
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Aspect-Based Sentiment Analysis Through EDU-Level Attentions
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Social Sentiment Analysis Using Features Based Intelligent Learning Techniques
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NNDF: A New Neural Detection Network for Aspect-Category Sentiment Analysis
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Revealing Media Bias in News Articles
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Frame Analysis
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Pay Attention to the “Tails”: A Novel Aspect-Fusion Model for Long-Tailed Aspect Category Detection
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Service Is Good, Very Good or Excellent? Towards Aspect Based Sentiment Intensity Analysis
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Multi-Feature and Multi-Channel GCNs for Aspect Based Sentiment Analysis
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An Evaluation Dataset for Targeted Sentiment Analysis in Long-Form Chinese News Articles
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Enhancing the Aspect Robustness Score of the HAABSA++ Model Using Adversarial Training
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An Ensemble Approach for Aspect-Level Sentiment Classification Using Deep Learning Methods
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IN-LDA: An Extended Topic Model for Efficient Aspect Mining
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MASS: Mitigating Aspect-Oriented Semantic Sparsity for Fine-Grained Sentiment Analysis
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TTRCD: Task-Specific Token-Level Representations and Cross-Utterance Dependencies for Conversational Aspect-Based Sentiment Quadruple Analysis
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Sentiment Dictionary and Syntactic Perception Enhanced Graph Attention Network for Aspect-Based Sentiment Analysis
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Aspect-Based Sentiment Analysis with Dual Contrastive Learning and LLMs Data Augmentation
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Deep-Learning- and GCN-Based Aspect-Level Sentiment Analysis Methods on Balanced and Unbalanced Datasets
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An Equilibrium Optimizer-Based Ensemble for Aspect-Level Sentiment Classification
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Aspect-Level Sentiment Analysis by Fusing Local Information with Graph Attention Networks
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Aspect-Based Sentiment Analysis Using Dual Probability Graph Convolutional Networks (DP-GCN) Integrating Multi-scale Information
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Sentiment Analysis Based on Pretrained Language Models: Recent Progress
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A BMRC Algorithm Based on Knowledge Enhancement and Case Regularization for Aspect Emotion Triplet Extraction
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Incorporating Syntactic Knowledge and Position Information for Aspect-Based Sentiment Analysis
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A label-guided contrastive capsule network for few-shot text classification
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EDU-Capsule: aspect-based sentiment analysis at clause level
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Twain-GCN: twain-syntax graph convolutional networks for aspect-based sentiment analysis
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Multiple graph convolutional networks for aspect-based sentiment analysis
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WRGAT-PTBERT: weighted relational graph attention network over post-trained BERT for aspect based sentiment analysis
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BSAN: bilateral synergistic aggregation network for aspect-based sentiment analysis
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Unrestricted Attention May Not Be All You Need–Masked Attention Mechanism Focuses Better on Relevant Parts in Aspect-Based Sentiment Analysis
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A Local and Global Context Focus Multilingual Learning Model for Aspect-Based Sentiment Analysis
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Affective Knowledge Augmented Interactive Graph Convolutional Network for Chinese-Oriented Aspect-Based Sentiment Analysis
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An Adaptive Masked Attention Mechanism to Act on the Local Text in a Global Context for Aspect-Based Sentiment Analysis
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Comparative Analysis of Deep Natural Networks and Large Language Models for Aspect-Based Sentiment Analysis
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MulGCN: MultiGraph Convolutional Network for Aspect-Level Sentiment Analysis
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A Code-Diverse Tulu-English Dataset For NLP Based Sentiment Analysis Applications
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Lightweight and Interpretable Multimodal Sentiment Analysis via Triple Text Enhancement
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Methods to Enhance BERT in Aspect-Based Sentiment Classification
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Automated Text Selection for Raw Data Annotation
inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11463513openalex-snapshot
Tour-Tuple-7: A Fine-Grained 7-Tuple Generative Aspect-Based Sentiment Analysis Benchmark for Tourism Service Quality
inferred← citeshttps://doi.org/10.1109/iccubea69821.2026.11701910openalex-snapshot
Ensemble Transformer-Based ABSA for Event Vendor Reliability Evaluation
inferred← citeshttps://doi.org/10.1109/icecet65726.2026.11632530openalex-snapshot
Sentiment Analysis of Turkish Texts Using Graph Convolutional Neural Networks and Bert Language Model
inferred← citeshttps://doi.org/10.1109/icicse67247.2025.11390805openalex-snapshot
Robustness Assessment of LoRA-Enhanced Qwen2.5 Models for Aspect-Based Sentiment Analysis under Dataset Shifts
inferred← citeshttps://doi.org/10.1109/iciip53038.2021.9702548openalex-snapshot
A Code-Diverse Kannada-English Dataset For NLP Based Sentiment Analysis Applications
inferred← citeshttps://doi.org/10.1109/icmnwc60182.2023.10435901openalex-snapshot
Sentiment Analysis of Social Media Text Based on Deep Learning
inferred← citeshttps://doi.org/10.1109/icsc64553.2025.10968230openalex-snapshot
An Empirical Study of Loss Functions for Aspect Category Detection in Imbalanced Data Scenario
inferred← citeshttps://doi.org/10.1109/icsist70215.2026.11705831openalex-snapshot
Aspect based Sentiment Analysis using Attention based BiGRU with Polarity Classification on Optimized Features
inferred← citeshttps://doi.org/10.1109/icsmd64214.2024.10920541openalex-snapshot
Application of mT5 and Semantic Role Labeling for Aspect-Based Sentiment Analysis in Political Opinion
inferred← citeshttps://doi.org/10.1109/icvrv67992.2025.00078openalex-snapshot
GCCAAN: A Graph-Guided Approach for Structure–Semantics Mutual Enhancement in Aspect-Based Sentiment Analysis
inferred← citeshttps://doi.org/10.1109/idap64064.2024.10710899openalex-snapshot
Transformative Approaches to Customer Sentiment Analysis and Customer Feedback Scoring in CRM Platforms
inferred← citeshttps://doi.org/10.1109/ijcnn52387.2021.9533453openalex-snapshot
Transformer-based Relation Detect Model for Aspect-based Sentiment Analysis
inferred← citeshttps://doi.org/10.1109/ijcnn55064.2022.9892431openalex-snapshot
ACEs: Unsupervised Multi-label Aspect Detection with Aspect-category Experts
inferred← citeshttps://doi.org/10.1109/ijcnn60899.2024.10650054openalex-snapshot
Advancing Urdu NLP: Aspect-Based Sentiment Analysis with Graph Attention Networks
inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11229127openalex-snapshot
Sentiment-aware Dual-flow Graph Convolutional Networks for Aspect Based Sentimental Analysis
inferred← citeshttps://doi.org/10.1109/incoft55651.2022.10094544openalex-snapshot
ABSADM - Aspect-Based Sentiment Analysis using Distance Matrix
inferred← citeshttps://doi.org/10.1109/isai-nlp66160.2025.11320710openalex-snapshot
Apply Aspect-Based Sentimental Analysis on Course Evaluation
inferred← citeshttps://doi.org/10.1109/iwecai55315.2022.00035openalex-snapshot
IF: An Interactive Fusion Network for Targeted Aspect-Based Sentiment Analysis
inferred← citeshttps://doi.org/10.1109/jcdl57899.2023.00015openalex-snapshot
Deciphering the Reviewer's Aspectual Perspective: A Joint Multitask Framework for Aspect and Sentiment Extraction from Scholarly Peer Reviews
inferred← citeshttps://doi.org/10.1109/kse50997.2020.9287650openalex-snapshot
A BERT-based Hierarchical Model for Vietnamese Aspect Based Sentiment Analysis
inferred← citeshttps://doi.org/10.1109/kse53942.2021.9648637openalex-snapshot
Aspect-Based Sentiment Analysis Using Mini-Window Locating Attention for Vietnamese E-commerce Reviews
inferred← citeshttps://doi.org/10.1109/mpcit62449.2024.10892662openalex-snapshot
A Discrete Gravitational Search Algorithm for Effective Feature Selection Mechanism for Sentiment Classification
inferred← citeshttps://doi.org/10.1109/pcds65695.2025.00013openalex-snapshot
Syntax-Guided Pre-Training and Self-Training for Domain Adaptation in Aspect Term Extraction
inferred← citeshttps://doi.org/10.1109/smartworld-uic-atc-scalcom-digitaltwin-pricomp-metaverse56740.2022.00278openalex-snapshot
A General Feature Extraction Framework of Pre-Trained Language Models for Aspect-Category Sentiment Analysis
inferred← citeshttps://doi.org/10.1109/smartworld-uic-atc-scalcom-digitaltwin-pricomp-metaverse56740.2022.00280openalex-snapshot
Aspect-Level Sentiment Classification Based on Self-Attention Routing via Capsule Network
inferred← citeshttps://doi.org/10.1109/taffc.2021.3071388openalex-snapshot
Embedding Refinement Framework for Targeted Aspect-Based Sentiment Analysis
inferred← citeshttps://doi.org/10.1109/taffc.2022.3208216openalex-snapshot
IAF-LG: An Interactive Attention Fusion Network With Local and Global Perspective for Aspect-Based Sentiment Analysis
inferred← citeshttps://doi.org/10.1109/taslp.2020.3042009openalex-snapshot
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network
inferred← citeshttps://doi.org/10.1109/taslp.2023.3290431openalex-snapshot
Unified Instance and Knowledge Alignment Pretraining for Aspect-Based Sentiment Analysis
inferred← citeshttps://doi.org/10.1109/taslp.2024.3350877openalex-snapshot
Integrated Syntactic and Semantic Tree for Targeted Sentiment Classification Using Dual-Channel Graph Convolutional Network
inferred← citeshttps://doi.org/10.1109/tcss.2022.3148866openalex-snapshot
Aspect-Based Sentiment Analysis With Heterogeneous Graph Neural Network
inferred← citeshttps://doi.org/10.1109/tcss.2023.3296476openalex-snapshot
Enhanced Syntactic and Semantic Graph Convolutional Network With Contrastive Learning for Aspect-Based Sentiment Analysis
inferred← citeshttps://doi.org/10.1109/tcss.2024.3418472openalex-snapshot
DAGCN: Dual-Channel and Aspect-Aware Graph Convolutional Network for Aspect-Based Sentiment Analysis in Computational Social Systems
inferred← citeshttps://doi.org/10.1109/tcss.2026.3658513openalex-snapshot
Exploring Implicit Sentiment Analysis Through Progressive Prompting Strategies
inferred← citeshttps://doi.org/10.1109/tetci.2025.3526285openalex-snapshot
Aspect-Aware Graph Interaction Attention Network for Aspect Category Sentiment Analysis
inferred← citeshttps://doi.org/10.1109/tkde.2022.3230975openalex-snapshot
A Survey on Aspect-Based Sentiment Analysis: Tasks, Methods, and Challenges
inferred← citeshttps://doi.org/10.1109/tkde.2023.3250499openalex-snapshot
Knowledge Graph Augmented Network Towards Multiview Representation Learning for Aspect-Based Sentiment Analysis
inferred← citeshttps://doi.org/10.1109/tkde.2023.3270940openalex-snapshot
Dual Consistency-Enhanced Semi-Supervised Sentiment Analysis Towards COVID-19 Tweets
inferred← citeshttps://doi.org/10.1109/tkde.2024.3392836openalex-snapshot
Unified ABSA via Annotation-Decoupled Multi-Task Instruction Tuning
inferred← citeshttps://doi.org/10.1109/tkde.2026.3700652openalex-snapshot
TrustSyn: Augmenting LLMs With Constituency- Structured Dependency Knowledge for Aspect-Based Sentiment Analysis
inferred← citeshttps://doi.org/10.1109/tnnls.2025.3564306openalex-snapshot
DigNet: Digging Clues From Local–Global Interactive Graph for Aspect-Level Sentiment Classification
inferred← citeshttps://doi.org/10.1109/wi-iat55865.2022.00075openalex-snapshot
Developing a Dataset for Mining Reviews in Tweets focusing on Celebrities’ Aspects
inferred← citeshttps://doi.org/10.1111/exsy.70363openalex-snapshot
Enhancing Aspect‐Based Sentiment Analysis via Augmented Semantic and Syntactic Graph Fusion
inferred← citeshttps://doi.org/10.1145/3340531.3411868openalex-snapshot
Aspect-invariant Sentiment Features Learning: Adversarial Multi-task Learning for Aspect-based Sentiment Analysis
inferred← citeshttps://doi.org/10.1145/3397271.3401314openalex-snapshot
Multi-source Domain Adaptation for Sentiment Classification with Granger Causal Inference
inferred← citeshttps://doi.org/10.1145/3459637.3482096openalex-snapshot
Enhancing Aspect-Based Sentiment Analysis with Supervised Contrastive Learning
inferred← citeshttps://doi.org/10.1145/3461615.3491104openalex-snapshot
Aspect-based Sentiment Analysis with Weighted Relational Graph Attention Network
inferred← citeshttps://doi.org/10.1145/3477495.3531938openalex-snapshot
Aspect Feature Distillation and Enhancement Network for Aspect-based Sentiment Analysis
inferred← citeshttps://doi.org/10.1145/3477495.3532029openalex-snapshot
Mutual Disentanglement Learning for Joint Fine-Grained Sentiment Classification and Controllable Text Generation
inferred← citeshttps://doi.org/10.1145/3485447.3512024openalex-snapshot
Making Decision like Human: Joint Aspect Category Sentiment Analysis and Rating Prediction with Fine-to-Coarse Reasoning
inferred← citeshttps://doi.org/10.1145/3487289openalex-snapshot
A Deep Content-Based Model for Persian Rumor Verification
inferred← citeshttps://doi.org/10.1145/3544557openalex-snapshot
Survey on Aspect Category Detection
inferred← citeshttps://doi.org/10.1145/3563775openalex-snapshot
Development of an Efficient Method to Detect Mixed Social Media Data with Tamil-English Code Using Machine Learning Techniques
inferred← citeshttps://doi.org/10.1145/3564281openalex-snapshot
On the Robustness of Aspect-based Sentiment Analysis: Rethinking Model, Data, and Training
inferred← citeshttps://doi.org/10.1145/3575882.3575935openalex-snapshot
Identification of Conflict Opinion in Aspect-Based Sentiment Analysis using BERT-based Method
inferred← citeshttps://doi.org/10.1145/3583780.3614752openalex-snapshot
PyABSA: A Modularized Framework for Reproducible Aspect-based Sentiment Analysis
inferred← citeshttps://doi.org/10.1145/3629518openalex-snapshot
Shortcut Enhanced Syntactic and Semantic Dual-channel Network for Aspect-based Sentiment Analysis
inferred← citeshttps://doi.org/10.1145/3651671.3651766openalex-snapshot
An Effective Model for Aspect Category Sentiment Analysis on a Chinese Tobacco Dataset
inferred← citeshttps://doi.org/10.1145/3746252.3761223openalex-snapshot
Harnessing Commonsense: LLM-Driven Knowledge Integration for Fine-Grained Sentiment Analysis
inferred← citeshttps://doi.org/10.1145/3746709.3746733openalex-snapshot
Aspect-based Sentiment Analysis Based on Supervised Learning and Multi-Feature Fusion
inferred← citeshttps://doi.org/10.1145/3748514openalex-snapshot
Fighting Misinformation in Health News: DCNN-CapsNet for Cross-Domain Health Misinformation Detection
inferred← citeshttps://doi.org/10.1145/3774904.3792445openalex-snapshot
Counterfactual Augmented Causal Reasoning for Aspect-Based Sentiment Analysis
inferred← citeshttps://doi.org/10.1145/3784833.3784889openalex-snapshot
Multi-Channel Relational GCN Adaptive Fusion for Multi-Aspect Sentiment Classification
inferred← citeshttps://doi.org/10.1145/3786590openalex-snapshot
Implicit Aspect Extraction: A Systematic Review
inferred← citeshttps://doi.org/10.1145/3837068openalex-snapshot
An External Knowledge-Guided Generative Model for Few-Shot Aspect Category Sentiment Analysis
inferred← citeshttps://doi.org/10.1162/tacl_a_00635openalex-snapshot
Metric-Free Learning Network with Dual Relations Propagation for Few-Shot Aspect Category Sentiment Analysis
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