Tasks/Sentiment Analysis
Sentiment Analysis
অনুভূতি বিশ্লেষণPolarity and emotion classification of Bangla text from social media, reviews, and news comments.
10 datasets·123 papers
| Source paper | Link | ||||
|---|---|---|---|---|---|
BABSA Aspect-based sentiment corpus across 21 domains with manually annotated aspect terms and positive, neutral, or negative labels. | 15,860 instances | CC BY-NC-SA 4.0 | 2025 | BABSA (Data in Brief 2026) | ✓ verified 2026-07-26 |
BanglaSarc3 Balanced ternary Facebook-comment corpus labelled sarcastic, non-sarcastic, or neutral. | 12,089 comments | CC BY 4.0 | 2025 | BanglaSarc3 (Data in Brief 2025) | ✓ verified 2026-07-26 |
Motamot Bengali political sentiment dataset compiled from election-period news, labelled positive/negative. | 7,058 instances | MIT | 2024 | Motamot (2024) | ✓ verified 2026-07-19 |
EmoMix-3L Bangla-English-Hindi code-mixed emotion detection test set. | 1,071 instances | GPL-3.0 | 2024 | EmoMix-3L (WILDRE 2024) | ✓ verified 2026-07-19 |
BnSentMix Sentiment data with Bengali and English text mixed across social media and product reviews, with four labels. License declarations differ between the HF card, repository, and paper. | 20,015 labeled rows in the pinned CSV | MIT (HF card); Apache-2.0 (repository); CC BY 4.0 (paper) | 2024 | BnSentMix (LoResLM 2025) | ✓ verified 2026-10-23 |
BanglaBook Large-scale Bangla book-review sentiment dataset in three classes (positive, negative, neutral). | 158,065 reviews | CC BY-NC-SA 4.0 | 2023 | BanglaBook (Findings ACL 2023) | ✓ verified 2026-07-19 |
SentMix-3L Gold-standard Bangla-English-Hindi code-mixed sentiment analysis test set. | 1,007 instances | AGPL-3.0 | 2023 | SentMix-3L (SEALP 2023) | ✓ verified 2026-07-19 |
BEmoC Six-class emotion corpus (anger, disgust, fear, joy, sadness, surprise). | 7,000 texts | Research only | 2022 | Emotion classification corpus | ✓ verified 2026-07-19 |
SentNoB Sentiment on noisy user comments from news and social platforms across 13 domains. | 15,728 comments | CC BY-ND 4.0 | 2021 | SentNoB (Findings EMNLP 2021) | ✓ verified 2026-09-08 |
ABSA Cricket & Restaurant Aspect-based sentiment in two domains. | 5,038 comments | Research only | 2018 | Aspect-based sentiment (cricket, restaurant) | ✓ verified 2026-04-02 |
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2026A Deep Learning–Based Framework for Dataset Creation and Sentiment Classification of English–Bengali Code-Mixed TextsBarua et al.Engineering Technology & Applied Science Research2026A multi-class classification approach for feminist sentiment analysis in Bangla social media using TF-IDF and ensemble learningSajid et al.Indonesian Journal of Electrical Engineering and Computer Science2026A Multi-Model Approach to English-Bangla Sentiment Classification of Government Mobile Banking App ReviewsMolla et al.arXiv2026A Novel Dual-Order Hybrid BiLSTM–BiGRU Ensemble Model for English-Bengali Code-Mixed Sentiment AnalysisBarua et al.Engineering Technology & Applied Science Research2026BABSA: A large scale bangla aspect based sentiment analysis datasetSiam and WafaData in Brief2026BAN-ASTE: A unified neural framework for Bengali aspect sentiment triplet extractionIslam et al.Natural Language Processing Journal2026Bangla Suicidal Ideation Detection: Performance and Efficiency Benchmark of Simple and Complex Classifiers on Social Media DataHussen et al.The Journal of Applied Technology and Innovation2026Bengali Emotion Classification from Social Media Text Using Deep Learning and Transformer-Based Models with ExplainabilityAlam et al.Journal of Engineering Research and Sciences2026Beyond Polarity in Bengali Texts: Can Multi-Task Modeling Capture Sarcasm Intensity and Classification?Ibnath et al.IEEE Open Journal of the Computer Society2026Enhancing Mental Health Counseling Support in Bangladesh using Culturally-grounded KnowledgeHasan et al.CLP2026SSABE-TSCM: drift-aware and interpretable financial sentiment analysis for low-resource Bangla via adaptive semi-supervised and temporal contrastive modelingKhandokar et al.Frontiers in Artificial Intelligence2026Two-Stage Bengali Sentiment Classification: Domain Adaptation Through Continual Learning and Parameter-Efficient Fine-TuningRahman et al.arXiv2026What’s on Your Mind? - Mental Health Disorder Risk Detection From Bangla Social Media Text Using Weighted Ensemble of TransformersTasnim et al.Journal of Technology in Behavioral Science2026When Words Don't Mean What They Say: Figurative Understanding in Bengali IdiomsSakhawat et al.arXiv2025A Hybrid Transformer--Sequential Model for Depression Detection in Bangla--English Code-Mixed TextKawser et al.BLP @ IJCNLP-AACL2025A machine and DL approach for classifying customer sentiments from online shopping reviews in Bangla textRejuan et al.Bulletin of Electrical Engineering and Informatics2025A Unified BERT-CNN-BiLSTM Framework for Simultaneous Headline Classification and Sentiment Analysis of Bangla NewsRaquib et al.arXiv2025Advancing Bengali Sentiment Analysis: A Benchmark Study with ELMo and XLNet ArchitectureBhattacharjeeInternational Journal of Computer Applications2025Advancing Subjectivity Detection in Bengali News Articles Using Transformer Models with POS-Aware FeaturesKabir et al.BLP @ IJCNLP-AACL2025Alankaar: A Dataset for Figurativeness Understanding in BanglaRakshit et al.RANLP2025Analyzing Emotions in Bangla Social Media Comments Using Machine Learning and LIMEPaul et al.arXiv2025ANUBHUTI: A Comprehensive Corpus For Sentiment Analysis In Bangla Regional LanguagesKundu et al.arXiv2025BanglaASTE: A Novel Framework for Aspect-Sentiment-Opinion Extraction in Bangla E-commerce Reviews Using Ensemble Deep LearningIslam et al.arXiv2025BanglaSarc3: A benchmark dataset for Bangla sarcasm detection from social media to advance Bangla NLPBiswas et al.Data in Brief2025BanglaSentNet: An Explainable Hybrid Deep Learning Framework for Multi-Aspect Sentiment Analysis with Cross-Domain Transfer LearningIslam et al.arXiv2025BCLSA: Advancing Bangla sentiment analysis with concept-level reasoning and efficiencyUllahMachine Learning with Applications2025BEN-ED-PR: Emotion detection from Bengali text with polysemy resolutionSeal et al.International Journal of Information Technology2025Benchmarking Large Language Models on Bangla Dialect Translation and Dialectal Sentiment AnalysisJawad et al.BLP @ IJCNLP-AACL2025Bengali Human Sentiment Detection and Classification using Attention based Bidirectional LSTMMahmud et al.IEEE NCIM2025Beyond Likes and Loves: Uncovering Complex Sentiments in Bengali Food Reviews on FacebookAhamed et al.International Journal of Computer Applications2025BN-GRAPH: Data Augmentation Based Bangla Text Sentiment Analysis in Deep Graph Neural NetworkBhowmik et al.SN Computer Science2025BnSentMix: A Diverse Bengali-English Code-Mixed Dataset for Sentiment AnalysisAlam et al.LoResLM2025Can LLMs be Literary Companions?: Analysing LLMs on Bengali Figures of Speech IdentificationDas et al.EMNLP2025CheckSent-BN: A Bengali Multi-Task Dataset for Claim Checkworthiness and Sentiment Classification from News HeadlinesPal et al.BLP @ IJCNLP-AACL2025EmoBang: Detecting Emotion From Bengali TextsMaruf et al.arXiv2025Hybrid Classical-Quantum Framework for Sentiment Classification and Claim Check-Worthiness Identification in BengaliPal et al.QuantumNLP2025LLM Based Sentiment Classification From Bangladesh E-Commerce ReviewsTabassum et al.arXiv2025Multi-label emotion and sentiment detection from Bengali text using hybrid deep learning modelRumy et al.International Journal of Cognitive Computing in Engineering2025Social Media Sentiments Analysis on the July Revolution in Bangladesh: A Hybrid Transformer Based Machine Learning ApproachHossen et al.arXiv2025THE FUTURE OF BANGLA SENTIMENT ANALYSIS: ADVANCEMENTS, CHALLENGES, AND OPPORTUNITIES FOR PRACTICAL AND RESEARCH INNOVATIONHasan et al.Journal of Information System and Technology Management2025Transformer-Based Sentiment Analysis for classification of non-depressive and suicidal thought from Bangla TextIslam et al.International Journal of Research in Business and Social Science (2147-4478)2025When a Nation Speaks: Machine Learning and NLP in People's Sentiment Analysis During Bangladesh's 2024 Mass UprisingAlim et al.arXiv2024A Comparative Analysis of Noise Reduction Methods in Sentiment Analysis on Noisy Bangla TextsElahi et al.W-NUT2024An Approach to Detect Suicidal Bengali Posts from Social Media Using Machine Learning AlgorithmsPaul et al.International Journal of Engineering Trends and Technology2024Analyzing Sentiments in eLearning: A Comparative Study of Bangla and Romanized Bangla Text Using TransformersRahman et al.IEEE Access2024Ben-Sarc: A self-annotated corpus for sarcasm detection from Bengali social media comments and its baseline evaluationLora et al.Natural language processing.2024CineXDrama: Relevance Detection and Sentiment Analysis of Bangla YouTube Comments on Movie-Drama using Transformers: Insights from Interpretability ToolRifa et al.arXiv2024Depression detection from Social Media Bangla Text Using Recurrent Neural NetworksAhmed et al.arXiv2024Depressive and Suicidal Text-Based Sentiment Analysis in Bangla Using Deep Learning ModelsHoque et al.Business & IT2024EmoMix-3L: A Code-Mixed Dataset for Bangla-English-Hindi for Emotion DetectionRaihan et al.Workshop on Indian Language Data2024Emotion Classification in Bangla Text Data Using Gaussian Naive Bayes Classifier: A Computational Linguistic StudyShafi et al.Malaysian Journal of Science and Advanced Technology2024Exploring transformer models in the sentiment analysis task for the under-resource Bengali languageHoque et al.Natural Language Processing Journal2024Milestones in Bengali Sentiment Analysis leveraging Transformer-models: Fundamentals, Challenges and Future DirectionsSengupta et al.arXiv2024Motamot: A Dataset for Revealing the Supremacy of Large Language Models over Transformer Models in Bengali Political Sentiment AnalysisFaria et al.arXiv2024Optimizing BERT for Bengali Emotion Classification: Evaluating Knowledge Distillation, Pruning, and QuantizationRahman et al.Computer Modeling in Engineering & Sciences2024Predicting Customer Sentiment from Bengali Food Reviews of Social Media Using Deep LearningTanjum et al.BAUET Journal2024Sentiment analysis of Bangla language using a new comprehensive dataset BangDSA and the novel feature metric skipBangla-BERTIslam et al.Natural Language Processing Journal2024Sentiment Polarity Analysis of Bangla Food Reviews Using Machine and Deep Learning AlgorithmsAmin et al.arXiv2024The "Colonial Impulse" of Natural Language Processing: An Audit of Bengali Sentiment Analysis Tools and Their Identity-based BiasesDas et al.arXiv2024tRF-BERT: A transformative approach to aspect-based sentiment analysis in the bengali languageAhmed et al.PLoS ONE2024Verse-Based Emotion Analysis of Bengali Music from LyricsUsing Machine Learning and Neural Network ClassifiersMia et al.International Journal of Computing and Digital Systems2024Zero- and Few-Shot Prompting with LLMs: A Comparative Study with Fine-tuned Models for Bangla Sentiment AnalysisHasan et al.LREC-COLING2023A transformer-based generative adversarial learning to detect sarcasm from Bengali text with correct classification of confusing textLora et al.Heliyon2023Aambela at BLP-2023 Task 2: Enhancing BanglaBERT Performance for Bangla Sentiment Analysis Task with In Task Pretraining and Adversarial Weight PerturbationFahimBLP @ EMNLP2023Advancement in Bangla Sentiment Analysis: A Comparative Study of Transformer-Based and Transfer Learning Models for E-commerce Sentiment ClassificationAhmed et al.Journal of Information Systems Engineering and Business Intelligence2023BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book ReviewsKabir et al.Findings ACL2023BanglaNLP at BLP-2023 Task 2: Benchmarking different Transformer Models for Sentiment Analysis of Bangla Social Media PostsSaha et al.BLP @ EMNLP2023BEmoLexBERT: A Hybrid Model for Multilabel Textual Emotion Classification in Bangla by Combining Transformers with Lexicon FeaturesKabir et al.BLP @ EMNLP2023Binary vs. Multiclass Sentiment Classification for Bangla E-commerce Product Reviews: A Comparative Analysis of Machine Learning ModelsShanto et al.International Journal of Information Engineering and Electronic Business2023Data-Augmentation for Bangla-English Code-Mixed Sentiment Analysis: Enhancing Cross Linguistic Contextual UnderstandingTareq et al.IEEE Access2023EmptyMind at BLP-2023 Task 2: Sentiment Analysis of Bangla Social Media Posts using Transformer-Based ModelsFatema et al.BLP @ EMNLP2023Explainable Multimodal Sentiment Analysis on Bengali MemesElahi et al.arXiv2023Interpretable Bangla Sarcasm Detection using BERT and Explainable AIAnan et al.arXiv2023Knowdee at BLP-2023 Task 2: Improving Bangla Sentiment Analysis Using Ensembled Models with Pseudo-LabelingLiu et al.BLP @ EMNLP2023LowResource at BLP-2023 Task 2: Leveraging BanglaBert for Low Resource Sentiment Analysis of Bangla LanguageChakma et al.BLP @ EMNLP2023M1437 at BLP-2023 Task 2: Harnessing Bangla Text for Sentiment Analysis: A Transformer-based ApproachRahman et al.BLP @ EMNLP2023Mining User Opinions: A Balanced Bangla Sentiment Analysis Dataset for E-CommerceShanto et al.Malaysian Journal of Science and Advanced Technology2023MONOVAB : An Annotated Corpus for Bangla Multi-label Emotion DetectionBanshal et al.arXiv2023Multi-class sentiment classification on Bengali social media comments using machine learningHaque et al.International Journal of Cognitive Computing in Engineering2023Natural Language Processing and Sentiment Analysis on Bangla Social Media Comments on Russia–Ukraine War Using TransformersHasan et al.Vietnam Journal of Computer Science2023nlpBDpatriots at BLP-2023 Task 2: A Transfer Learning Approach to Bangla Sentiment AnalysisGoswami et al.arXiv2023nlpBDpatriots at BLP-2023 Task 2: A Transfer Learning Approach towards Bangla Sentiment AnalysisGoswami et al.BLP @ EMNLP2023RSM-NLP at BLP-2023 Task 2: Bangla Sentiment Analysis using Weighted and Majority Voted Fine-Tuned TransformersSeth et al.BLP @ EMNLP2023Semantics Squad at BLP-2023 Task 2: Sentiment Analysis of Bangla Text with Fine Tuned Transformer Based ModelsDey et al.BLP @ EMNLP2023SentiGOLD: A Large Bangla Gold Standard Multi-Domain Sentiment Analysis Dataset and its EvaluationIslam et al.arXiv2023SentMix-3L: A Novel Code-Mixed Test Dataset in Bangla-English-Hindi for Sentiment AnalysisRaihan et al.First Workshop in South East Asian Language Processing2023Transformer-based Bengali Textual Emotion RecognitionAtabuzzaman et al.ICON2023UFAL-ULD at BLP-2023 Task 2 Sentiment Classification in Bangla TextMukherjee et al.BLP @ EMNLP2023Ushoshi2023 at BLP-2023 Task 2: A Comparison of Traditional to Advanced Linguistic Models to Analyze Sentiment in Bangla TextsKhushbu et al.BLP @ EMNLP2022A Comprehensive Roadmap on Bangla Text-based Sentiment AnalysisShammi et al.ACM Transactions on Asian and Low-Resource Language Information Processing2022A Dynamic Strategy for Classifying Sentiment From Bengali Text by Utilizing Word2vector ModelRahman et al.Journal of Information Technology Research2022A hybrid convolutional long short-term memory (CNN-LSTM) based natural language processing (NLP) model for sentiment analysis of customer product reviews in BanglaPurba et al.Journal of Discrete Mathematical Sciences and Cryptography2022Aspect-based Sentiment Analysis for Bengali Text using Bidirectional Encoder Representations from Transformers (BERT)Samia et al.International Journal of Advanced Computer Science and Applications2022BanglaSarc: A Dataset for Sarcasm DetectionApon et al.arXiv2022BEmoC: A Corpus for Identifying Emotion in Bengali TextsDas et al.SN Computer Science2022Detection of Depression Severity Using Bengali Social Media Posts on Mental Health: Study Using Natural Language Processing TechniquesKabir et al.JMIR Formative Research2022EmoNoBa: A Dataset for Analyzing Fine-Grained Emotions on Noisy Bangla TextsIslam et al.IJCNLP2022Hindi/Bengali sentiment analysis using transfer learningand joint dual input learning with self-attentionKhan et al.BOHR International Journal of Computer Science2022Opinion mining from machine translated Bangla reviews with stacked contractive auto-encodersBodiniJournal of Ambient Intelligence and Humanized Computing2022Sentiment analysis on Bangla conversation using machine learning approachHassan et al.International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering2022Sentiment analysis on Bangla text using extended lexicon dictionary and deep learning algorithmsBhowmik et al.Array2022Transformer-based Text Classification on Unified Bangla Multi-class Emotion CorpusSourav et al.arXiv2021A Comprehensive Guideline for Bengali Sentiment AnnotationMukta et al.ACM Transactions on Asian and Low-Resource Language Information Processing2021Bangla Text Sentiment Analysis Using Supervised Machine Learning with Extended Lexicon DictionaryBhowmik et al.Natural Language Processing Research2021BengSentiLex and BengSwearLex: creating lexicons for sentiment analysis and profanity detection in low-resource Bengali languageSazzedPeerJ Computer Science2021Sentiment Analysis For Bengali Using Transformer Based ModelsBhowmick et al.ICON2021SentNoB: A Dataset for Analysing Sentiment on Noisy Bangla TextsIslam et al. · Noisy user-generated content, 13 domains.Findings EMNLP2021Supervised Machine Learning Algorithms for Sentiment Analysis of Bangla NewspaperMaisha et al.International Journal of Innovative Computing2020Attention-based convolutional neural network for Bangla sentiment analysisSharmin et al.AI & Society2020Cross-lingual sentiment classification in low-resource Bengali languageSazzedW-NUT2020Deep Learning Based Sentiment Analysis in a Code-Mixed English-Hindi and English-Bengali Social Media CorpusJamatia et al.International Journal of Artificial Intelligence Tools2020Heterogeneous classifier ensemble for sentiment analysis of Bengali and Hindi tweetsSarkarSadhana2020Identifying and Categorizing Opinions Expressed in Bangla Sentences using Deep Learning TechniqueRahman et al.International Journal of Computer Applications2020SENTIMENT ANALYSIS ON BANGLA YOUTUBE COMMENTS USING MACHINE LEARNING TECHNIQUESDurga et al.Journal of Emerging Technologies and Innovative Research2019Depression Detection from Bangla Facebook Status using Machine Learning ApproachBillah et al.International Journal of Computer Applications2018Datasets for Aspect-Based Sentiment Analysis in Bangla and Its Baseline EvaluationRahman & Dey · Two datasets: cricket comments and customer reviews.MDPI Data2018Sentiment Polarity Detection in Bengali Tweets Using Deep Convolutional Neural NetworksSarkarJournal of Intelligent Systems2016Detecting Sentiment from Bangla Text using Machine Learning Technique and Feature AnalysisMahmudun et al.International Journal of Computer Applications2012Tracking Emotions of Bloggers - A Case Study for BengaliDas et al.Polibits2010Discerning Emotions of Bloggers based on Topics -- a Supervised Coreference Approach in BengaliDas et al.ROCLING2010Finding Emotion Holder from Bengali Blog Texts---An Unsupervised Syntactic ApproachDas et al.PACLIC2010Labeling Emotion in Bengali Blog Corpus -- A Fine Grained Tagging at Sentence LevelDas et al.Eighth Workshop on Asian Language Resouces2009Word to Sentence Level Emotion Tagging for Bengali BlogsDas et al.ACL