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Multi-Task Learning Model Based on BERT and Knowledge Graph for Aspect-Based Sentiment Analysis

https://doi.org/10.3390/electronics12030737

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1016/j.engappai.2022.105448openalex-snapshot

Research on public opinion sentiment classification based on attention parallel dual-channel deep learning hybrid model

inferredcites →https://doi.org/10.1016/j.future.2020.08.005openalex-snapshot

ABCDM: An Attention-based Bidirectional CNN-RNN Deep Model for sentiment analysis

inferredcites →https://doi.org/10.1016/j.ijid.2021.05.059openalex-snapshot

An analysis of COVID-19 vaccine sentiments and opinions on Twitter

inferredcites →https://doi.org/10.1016/j.knosys.2018.12.017openalex-snapshot

Unsupervised word-level affect analysis and propagation in a lexical knowledge graph

inferredcites →https://doi.org/10.1016/j.knosys.2021.106810openalex-snapshot

Co-attention networks based on aspect and context for aspect-level sentiment analysis

inferredcites →https://doi.org/10.1016/j.knosys.2021.107259openalex-snapshot

Customer preferences extraction for air purifiers based on fine-grained sentiment analysis of online reviews

inferredcites →https://doi.org/10.1016/j.neucom.2019.08.054openalex-snapshot

Knowledge-enhanced neural networks for sentiment analysis of Chinese reviews

inferredcites →https://doi.org/10.1016/j.neucom.2020.11.049openalex-snapshot

Aspect-level sentiment analysis using context and aspect memory network

inferredcites →https://doi.org/10.1016/j.neucom.2021.01.019openalex-snapshot

Residual attention and other aspects module for aspect-based sentiment analysis

inferredcites →https://doi.org/10.1016/j.neucom.2021.05.028openalex-snapshot

A dependency syntactic knowledge augmented interactive architecture for end-to-end aspect-based sentiment analysis

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/10.1016/j.tourman.2022.104707openalex-snapshot

Restaurant survival prediction using customer-generated content: An aspect-based sentiment analysis of online reviews

inferredcites →https://doi.org/10.1109/access.2020.3012637openalex-snapshot

Aspect-Specific Heterogeneous Graph Convolutional Network for Aspect-Based Sentiment Classification

inferredcites →https://doi.org/10.1109/cisce50729.2020.00056openalex-snapshot

BERT-IAN Model for Aspect-based Sentiment Analysis

inferredcites →https://doi.org/10.1109/ijcnn.2018.8489042openalex-snapshot

Towards a One-stop Solution to Both Aspect Extraction and Sentiment Analysis Tasks with Neural Multi-task Learning

inferredcites →https://doi.org/10.1109/mci.2019.2919396openalex-snapshot

Embedding Both Finite and Infinite Communities on Graphs [Application Notes]

inferredcites →https://doi.org/10.1145/3340531.3412003openalex-snapshot

SenticNet 6: Ensemble Application of Symbolic and Subsymbolic AI for Sentiment Analysis

inferredcites →https://doi.org/10.1609/aaai.v31i1.10974openalex-snapshot

Coupled Multi-Layer Attentions for Co-Extraction of Aspect and Opinion Terms

inferredcites →https://doi.org/10.1609/aaai.v32i1.12048openalex-snapshot

Targeted Aspect-Based Sentiment Analysis via Embedding Commonsense Knowledge into an Attentive LSTM

inferredcites →https://doi.org/10.1609/aaai.v33i01.33016714openalex-snapshot

A Unified Model for Opinion Target Extraction and Target Sentiment Prediction

inferredcites →https://doi.org/10.1609/aaai.v35i15.17596openalex-snapshot

Bridging Towers of Multi-task Learning with a Gating Mechanism for Aspect-based Sentiment Analysis and Sequential Metaphor Identification

inferredcites →https://doi.org/10.18653/v1/2020.acl-main.292openalex-snapshot

KinGDOM: Knowledge-Guided DOMain Adaptation for Sentiment Analysis

inferredcites →https://doi.org/10.18653/v1/2020.acl-main.295openalex-snapshot

Relational Graph Attention Network for Aspect-based Sentiment Analysis

inferredcites →https://doi.org/10.18653/v1/2020.acl-main.340openalex-snapshot

Relation-Aware Collaborative Learning for Unified Aspect-Based Sentiment Analysis

inferredcites →https://doi.org/10.18653/v1/2020.acl-main.588openalex-snapshot

Dependency Graph Enhanced Dual-transformer Structure for Aspect-based Sentiment Classification

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/d16-1169openalex-snapshot

Context-Sensitive Lexicon Features for Neural Sentiment Analysis

inferredcites →https://doi.org/10.18653/v1/d18-1381openalex-snapshot

Attentive Gated Lexicon Reader with Contrastive Contextual Co-Attention for Sentiment Classification

inferredcites →https://doi.org/10.18653/v1/d19-1551openalex-snapshot

Capsule Network with Interactive Attention for Aspect-Level Sentiment Classification

inferredcites →https://doi.org/10.18653/v1/d19-5505openalex-snapshot

Exploiting BERT for End-to-End Aspect-based Sentiment Analysis

inferredcites →https://doi.org/10.18653/v1/p19-1056openalex-snapshot

DOER: Dual Cross-Shared RNN for Aspect Term-Polarity Co-Extraction

inferredcites →https://doi.org/10.18653/v1/p19-2035openalex-snapshot

Attention and Lexicon Regularized LSTM for Aspect-based Sentiment Analysis

inferredcites →https://doi.org/10.18653/v1/s15-2082openalex-snapshot

SemEval-2015 Task 12: Aspect Based Sentiment Analysis

inferredcites →https://doi.org/10.18653/v1/s15-2125openalex-snapshot

ECNU: Extracting Effective Features from Multiple Sequential Sentences for Target-dependent Sentiment Analysis in Reviews

inferredcites →https://doi.org/10.26599/bdma.2021.9020003openalex-snapshot

A multitask multiview neural network for end-to-end aspect-based sentiment analysis

inferredcites →https://doi.org/10.3115/v1/s14-2076openalex-snapshot

NRC-Canada-2014: Detecting Aspects and Sentiment in Customer Reviews

What points at this work

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

inferred← citeshttps://doi.org/10.2139/ssrn.4646205openalex-extracted

Type of the Paper (Article) an Operational Risk Assessment Method for Petrochemical Plants Based on Deep Learning

inferred← citeshttps://doi.org/10.1007/978-3-032-12888-1_42openalex-snapshot

Patterns Beyond Words: Understanding Emotional Undertone on Knowledge Graphs

inferred← citeshttps://doi.org/10.1007/978-981-96-8456-4_26openalex-snapshot

BERT Algorithm and Its Methodology for Sentiments Analysis: A Survey

inferred← citeshttps://doi.org/10.1007/s11042-023-17701-yopenalex-snapshot

A survey of aspect-based sentiment analysis classification with a focus on graph neural network methods

inferred← citeshttps://doi.org/10.1007/s11227-024-06422-0openalex-snapshot

TEMM: text-enhanced multi-interactive attention and multitask learning network for multimodal sentiment analysis

inferred← citeshttps://doi.org/10.1016/j.eswa.2025.128524openalex-snapshot

NLAFE: Non-linear aspect-based sentiment feature enhancement combined with aspect cross attention

inferred← citeshttps://doi.org/10.1016/j.ins.2024.121449openalex-snapshot

Aspect-based sentiment analysis: A dual-task learning architecture using imbalanced maximized-area under the curve proximate support vector machine and reinforcement learning

inferred← citeshttps://doi.org/10.1016/j.jmsy.2026.04.031openalex-snapshot

MA-APKG: A multi-agent LLM-based method for construction aviation product assembly process knowledge graph

inferred← citeshttps://doi.org/10.1016/j.knosys.2026.116318openalex-snapshot

Sentimental analysis and word pair-based parts of speech (PoS) tagging aware recommendation algorithm in business for brand-brisking

inferred← citeshttps://doi.org/10.1016/j.patrec.2025.11.004openalex-snapshot

MixL-CNN: Lightweight multi-scale model for cross-domain aspect term extraction

inferred← citeshttps://doi.org/10.1080/02533839.2025.2478185openalex-snapshot

Churn prediction with GraphSAGE model based on the derived features using RFM and sentiment analysis

inferred← citeshttps://doi.org/10.1109/access.2025.3527367openalex-snapshot

Advancing Aspect-Based Sentiment Analysis in Course Evaluation: A Multi-Task Learning Framework With Selective Paraphrasing

inferred← citeshttps://doi.org/10.1109/ialp63756.2024.10661161openalex-snapshot

Multi-modal Sentiment Analysis of Mongolian Language based on Pre-trained Models and High-resolution Networks

inferred← citeshttps://doi.org/10.1109/ic2nc67409.2025.11376233openalex-snapshot

Multi-Task Learning for Fine-Grained Emotion and Sentiment Classification: A Comparative Study of Recurrent and Transformer Architectures

inferred← citeshttps://doi.org/10.1109/icci61671.2024.10485037openalex-snapshot

Sentiment Analysis for Arabic Product Reviews Using LLMs and Knowledge Graphs

inferred← citeshttps://doi.org/10.1109/iccraids67816.2026.11519740openalex-snapshot

Multi-Task Transformer-Based Aspect Sentiment Analysis for Indonesian Energy and Mining Discourse

inferred← citeshttps://doi.org/10.1109/icicv62344.2024.00079openalex-snapshot

Hybrid Approach for Multi-Classification of News Documents Using Artificial Intelligence

inferred← citeshttps://doi.org/10.1142/s0218126625501695openalex-snapshot

Graph Neural Network and BERT-based Semantic Comprehension Method for Automatic Abstraction of Long Texts

inferred← citeshttps://doi.org/10.1142/s0218488526500030openalex-snapshot

A Novel Text Separable Attention-Based Sentiment Classification and Rating Network with Hybrid Feature Extraction

inferred← citeshttps://doi.org/10.1145/3651671.3651779openalex-snapshot

An Intelligent Risk Mining Method by Whole Process-Oriented Risk Analysis Model

inferred← citeshttps://doi.org/10.1177/14727978251322656openalex-snapshot

Semantic relationship extraction of English long sentences and quality optimization of machine translation based on BERT model

inferred← citeshttps://doi.org/10.21203/rs.3.rs-3135903/v1openalex-snapshot

An operational risk assessment method for petrochemical plants based on deep learning

inferred← citeshttps://doi.org/10.2298/csis240320067zopenalex-snapshot

Topic-oriented sarcasm detection via Entity Knowledge-based prompt learning

inferred← citeshttps://doi.org/10.4018/ijdwm.334122openalex-snapshot

A Cross-Domain Recommender System for Literary Books Using Multi-Head Self-Attention Interaction and Knowledge Transfer Learning

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NAT-MTT: Noise-Aware Multi-Task Transformers for Cross-Domain Aspect-Based Sentiment Analysis

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