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MTL-AraBERT: An Enhanced Multi-Task Learning Model for Arabic Aspect-Based Sentiment Analysis

https://doi.org/10.3390/computers13040098

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What this work says

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

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Pre-trained Word Embeddings for Arabic Aspect-Based Sentiment Analysis of Airline Tweets

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A novel category detection of social media reviews in the restaurant industry

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An improved aspect-category sentiment analysis model for text sentiment analysis based on RoBERTa

inferredcites →https://doi.org/10.1007/s10586-020-03160-9openalex-snapshot

Multi-task learning based on question–answering style reviews for aspect category classification and aspect term extraction on GPU clusters

inferredcites →https://doi.org/10.1007/s12559-021-09948-0openalex-snapshot

A Convolutional Stacked Bidirectional LSTM with a Multiplicative Attention Mechanism for Aspect Category and Sentiment Detection

inferredcites →https://doi.org/10.1007/s13042-018-0799-4openalex-snapshot

Using long short-term memory deep neural networks for aspect-based sentiment analysis of Arabic reviews

inferredcites →https://doi.org/10.1007/s13278-021-00794-4openalex-snapshot

Towards Arabic aspect-based sentiment analysis: a transfer learning-based approach

inferredcites →https://doi.org/10.1007/s42979-020-00270-4openalex-snapshot

Extracting Opinion Targets Using Attention-Based Neural Model

inferredcites →https://doi.org/10.1016/j.csl.2021.101224openalex-snapshot

Enhancing Arabic aspect-based sentiment analysis using deep learning models

inferredcites →https://doi.org/10.1016/j.eswa.2021.114688openalex-snapshot

Joint aspect terms extraction and aspect categories detection via multi-task learning

inferredcites →https://doi.org/10.1016/j.ipm.2018.01.006openalex-snapshot

Enhancing Aspect-Based Sentiment Analysis of Arabic Hotels’ reviews using morphological, syntactic and semantic features

inferredcites →https://doi.org/10.1016/j.jksuci.2021.08.030openalex-snapshot

Arabic aspect based sentiment analysis using bidirectional GRU based models

inferredcites →https://doi.org/10.1016/j.jocs.2017.11.006openalex-snapshot

Deep Recurrent neural network vs. support vector machine for aspect-based sentiment analysis of Arabic hotels’ reviews

inferredcites →https://doi.org/10.1016/j.neucom.2021.08.133openalex-snapshot

Aspect term extraction for opinion mining using a Hierarchical Self-Attention Network

inferredcites →https://doi.org/10.1109/access.2019.2946264openalex-snapshot

MPCE: A Maximum Probability Based Cross Entropy Loss Function for Neural Network Classification

inferredcites →https://doi.org/10.1109/access.2019.2957510openalex-snapshot

Self-Attention-Based BiLSTM Model for Short Text Fine-Grained Sentiment Classification

inferredcites →https://doi.org/10.1109/access.2022.3159252openalex-snapshot

Arabic Aspect Extraction Based on Stacked Contextualized Embedding With Deep Learning

inferredcites →https://doi.org/10.1109/rivf55975.2022.10013792openalex-snapshot

Investigating Monolingual and Multilingual BERT Models for Vietnamese Aspect Category Detection

inferredcites →https://doi.org/10.1111/coin.12327openalex-snapshot

Aspect category detection using statistical and semantic association

inferredcites →https://doi.org/10.1155/2021/6658520openalex-snapshot

Multi-Self-Attention for Aspect Category Detection and Biomedical Multilabel Text Classification with BERT

inferredcites →https://doi.org/10.1186/s40537-022-00656-6openalex-snapshot

Arabic aspect sentiment polarity classification using BERT

inferredcites →https://doi.org/10.12785/ijcds/110123openalex-snapshot

An Ontology-Based Approach to Enhance Explicit Aspect Extraction in Standard Arabic Reviews

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/p18-1234openalex-snapshot

Aspect Based Sentiment Analysis with Gated Convolutional Networks

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/s16-1002openalex-snapshot

SemEval-2016 Task 5: Aspect Based Sentiment Analysis

inferredcites →https://doi.org/10.18653/v1/s16-1053openalex-snapshot

INSIGHT-1 at SemEval-2016 Task 5: Deep Learning for Multilingual Aspect-based Sentiment Analysis

inferredcites →https://doi.org/10.3115/v1/s14-2004openalex-snapshot

SemEval-2014 Task 4: Aspect Based Sentiment Analysis

inferredcites →https://doi.org/10.3115/v1/s14-2032openalex-snapshot

COMMIT-P1WP3: A Co-occurrence Based Approach to Aspect-Level Sentiment Analysis

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

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

inferredcites →https://doi.org/10.3217/jucs-022-05-0630openalex-snapshot

An Aspect-Based Sentiment Analysis Approach to Evaluating Arabic News Affect on Readers

inferredcites →https://doi.org/10.3233/jifs-221214openalex-snapshot

Combining BERT with TCN-BiGRU for enhancing Arabic aspect category detection

inferredcites →https://doi.org/10.32604/cmc.2021.014226openalex-snapshot

Aspect-Based Sentiment Analysis for Polarity Estimation of Customer Reviews on Twitter

inferredcites →https://doi.org/10.32604/cmc.2023.037112openalex-snapshot

Multi-Task Learning Model with Data Augmentation for Arabic Aspect-Based Sentiment Analysis

inferredcites →https://doi.org/10.3390/knowledge2030022openalex-snapshot

Arabic Aspect-Based Sentiment Classification Using Seq2Seq Dialect Normalization and Transformers

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/lipics.itp.2023.19openalex-snapshot

Exploiting Generative AI to Scale up Intelligent Tutoring Systems

inferredcites →https://doi.org/10.48550/arxiv.1903.09588openalex-snapshot

Utilizing BERT for Aspect-Based Sentiment Analysis via Constructing Auxiliary Sentence

inferredcites →https://doi.org/10.5220/0011694800003393openalex-snapshot

Multi-Label Learning for Aspect Category Detection of Arabic Hotel Reviews Using AraBERT

What points at this work

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

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Arabic Named Entity Recognition Based on a Deep Learning Multi-Task Model

inferred← citeshttps://doi.org/10.1007/s12559-024-10367-0openalex-snapshot

A Hybrid Semantics and Syntax-Based Graph Convolutional Network for Aspect-Level Sentiment Classification

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Enhancing dialectal Arabic aspect based sentiment analysis through a novel Algerian dialect telecommunication dataset using a unified end-to-end approach

inferred← citeshttps://doi.org/10.1016/j.neucom.2025.130996openalex-snapshot

SMT-DL: A semi-supervised multi-task learning framework based on dictionary learning for robust feature sharing

inferred← citeshttps://doi.org/10.1109/access.2025.3539263openalex-snapshot

A Survey of Deep Learning Techniques for Arabic Aspect-Based Sentiment Analysis

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/iccsc66714.2025.11135025openalex-snapshot

Sentiment Analysis for Low-Resource and Arabic Dialects: A Comprehensive Review

inferred← citeshttps://doi.org/10.1109/miucc66482.2025.11196872openalex-snapshot

A Comprehensive Survey of Arabic Sentiment Analysis: Techniques, Challenges, and Future Directions

inferred← citeshttps://doi.org/10.1142/s1469026826500161openalex-snapshot

ISFOA-Optimized RoBERTa–Transformer–CapsNet Framework for Aspect-Based Sentiment Classification

inferred← citeshttps://doi.org/10.1556/0406.2023.00044openalex-snapshot

A bőrgyógyászati páciensek komplex pszichodermatológiai ellátásának szükségessége

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Decoding Fan and Societal Sentiment: ABSA of The Saudi Pro League’s Recent Evolution

inferred← citeshttps://doi.org/10.3390/ai7040147openalex-snapshot

A Short Review of Arabic Aspect-Based Sentiment Analysis: Methods, Challenges and Future Directions

inferred← citeshttps://doi.org/10.3390/app15158160openalex-snapshot

Enhancing Propaganda Detection in Arabic News Context Through Multi-Task Learning

inferred← citeshttps://doi.org/10.3390/make8040100openalex-snapshot

Enhancing Arabic Multi-Task Sentiment Analysis Through Distillation and Adversarial Training

inferred← citeshttps://doi.org/10.3390/smartcities8020062openalex-snapshot

An Unsupervised Integrated Framework for Arabic Aspect-Based Sentiment Analysis and Abstractive Text Summarization of Traffic Services Using Transformer Models

inferred← citeshttps://doi.org/10.4236/jcc.2026.143004openalex-snapshot

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

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