Tasks/Text Classification
Text Classification
পাঠ্য শ্রেণিবিন্যাসNews categorization, fake news detection, and document classification.
5 datasets·76 papers
| Dataset | Size | License | Year ▾ | Source paper | Link |
|---|---|---|---|---|---|
BTTC Tri-class Bangla SMS/Telegram corpus for spam, ham, and promotional message classification. | 10,283 messages | CC BY 4.0 | 2026 | Mendeley Data (2026) | ✓ verified 2026-07-24 |
BanFakeNews-2.0 Fake-news corpus with 47,000 authentic and 13,000 manually annotated fake articles across 13 categories. | 60,000 articles | Apache 2.0 | 2025 | BanFakeNews-2.0 (IndoNLP 2025) | ✓ verified 2026-07-26 |
Potrika Large single-label news corpus, 8 categories, 6 dailies. | 665k articles | CC BY 4.0 | 2022 | Potrika (2022) | ✓ verified 2026-01-30 |
BanFakeNews Annotated fake vs. authentic Bangla news articles. | ~50k articles | CC BY-NC 4.0 | 2020 | BanFakeNews (LREC 2020) | ✓ verified 2026-06-11 |
BARD News articles across 5 categories. | 376,226 articles | Research only | 2018 | Bangla Article Dataset | ✓ verified 2026-02-14 |
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2026A hybrid approach for Bangla regional text classification using region-specific lexical oversampling and BERT ensemble learningSultana et al.Array2026Addressing Data Scarcity in Bangla Fake News Detection: An LLM-Based Dataset Augmentation ApproachSani et al.arXiv2026anvay: A Web-based Tool for Interpretive Topic Modelling in BengaliGuptaThe Journal of Open Source Software2026Bangla Fake News Detection using DistilBERTJoyInternational Journal for Research in Applied Science and Engineering Technology2026Bengali Text Classification: An Evaluation of Large Language Model ApproachesHoque et al.arXiv2026Detecting Fake News in Bangla Using Linguistic and Psychological FeaturesTanjim et al.ACM Transactions on Social Computing2026Explainable AI-Driven Bangla News Classification: Comparative Study of ML and DL ApproachesHussen et al.The Journal of Applied Technology and Innovation2026Exploring Large Language Models for Multitask Learning in Bengali Text ClassificationHossain et al.CHiPSAL2026Hybrid Feature Combinations with CNN for Bangla Fake News ClassificationHussain et al.arXiv2025A Comparative Study on different Machine Learning Approaches for Categorizing Bangla DocumentsJakaria et al.International Journal of Computer Applications2025A Hybrid Tri-Encoder model for fake news detection in Bengali with LIME-based explainabilityYadav et al.Intelligent Decision Technologies2025A sophisticated feature vectorization-based stacked machine learning approach for fake news detection in Bangla and EnglishHossen et al.Social Network Analysis and Mining2025Automatic detection of manipulated Bangla news: A new knowledge-driven approachAkther et al.Natural Language Processing Journal2025Bangla Fake News Detection Based On Multichannel Combined CNN-LSTMGeorge et al.arXiv2025Bangla News Document Categorization using Deep Learning Approaches and Fine-tuned BERTAzim et al.International Journal of Computer Applications2025BanglaNewsClassifier: A machine learning approach for news classification in Bangla Newspapers using hybrid stacking classifiersHossain et al.PLoS ONE2025BARD10: A New Benchmark Reveals Significance of Bangla Stop-Words in Authorship AttributionMoosa et al.arXiv2025BdRegionText: resource creation and evaluation for Bangla regional text classification with machine learningSultana et al.Indonesian Journal of Electrical Engineering and Computer Science2025BOIGENRE: A Large-Scale Bangla Dataset for Genre Classification from Book SummariesChowdhury et al.BLP @ IJCNLP-AACL2025BongHope: An annotated corpus for Bengali hope speech detectionNath et al.International Journal of Information Technology2025Breaking the Fake News Barrier: Deep Learning Approaches in Bangla LanguageMondal et al.arXiv2025Clustering LLM-based Word Embeddings to Determine Topics from Bangla ArticlesRahman et al.BLP @ IJCNLP-AACL2025CMBan: Cartoon-Driven Meme Contextual Classification Dataset for BanglaAlam et al.IJCNLP2025Comparative analysis of Bangla news classification: a study of fake news detection and multiclass classification using BERT and FastTextBarua et al.International Journal of Computers and Applications2025Context-Aware Data Cleaning: Optimizing Bengali Text for Contextual Text ClassificationFaisal et al.SN Computer Science2025Enhancing Fake News Analysis in Bangla: A Hybrid Model with LDA, and LIME for Interpretable ClassificationJahin et al.International Journal of Innovative Computing2025Explainable detection: a transformer-based language modeling approach for Bengali news title classification with comparative explainability analysis using ML and DLNaeen et al.Frontiers in Artificial Intelligence2025From Scarcity to Capability: Empowering Fake News Detection in Low-Resource Languages with LLMsShibu et al.IndoNLP2025GHTM: A Graph-based Hybrid Topic Modeling Approach with a Benchmark Dataset for the Low-Resource Bengali LanguageHaque et al.arXiv2025Humanitarian classification of crisis-related microblogs in Bengali: A comparison of multilingual pre-trained language modelsDas et al.International Journal of Disaster Risk Reduction2025MDC$^3$: A Novel Multimodal Dataset for Commercial Content Classification in BengaliShanto et al.NAACL2025Zero-Shot Multi-Label Classification of Bangla Documents: Large Decoders Vs. Classic EncodersSarkar et al.BLP @ IJCNLP-AACL2024Accurate Prediction of Bangla Text Article Categorization by Utilizing Novel Bangla StemmerMugdha et al.International Journal of Automation and Smart Technology2024Authorship Attribution in Bangla Literature (AABL) via Transfer Learning using ULMFiTKhatun et al.arXiv2024Deep Learning for Bengali Fake News Detection: Innovative Approaches for Accurate ClassificationBandan et al.International Journal of Research and Innovation in Applied Science2024Empirical Text Analysis for Identifying the Genres of Bengali Literary WorkAfroze et al.Journal of Advances in Information Technology2024Enhancing Bangla Fake News Detection Using Bidirectional Gated Recurrent Units and Deep Learning TechniquesRoy et al.arXiv2024Enhancing Depressive Post Detection in Bangla: A Comparative Study of TF-IDF, BERT and FastText EmbeddingsSazan et al.Annals of Emerging Technologies in Computing2024Likelihood corpus distribution: an efficient topic modelling scheme for Bengali document class identificationDawn et al.Sadhana2024RoBERTa-GCN: A Novel Approach for Combating Fake News in Bangla Using Advanced Language Processing and Graph Convolutional NetworksAhammad et al.IEEE Access2024Social Media Bangla Fake News Detection Using Deep and Machine Learning AlgorithmsDas et al.International Journal of Engineering Trends and Technology2023BaitBuster-Bangla: A Comprehensive Dataset for Clickbait Detection in Bangla with Multi-Feature and Multi-Modal AnalysisImran et al.arXiv2023BanglaBait: Semi-Supervised Adversarial Approach for Clickbait Detection on Bangla Clickbait DatasetMahtab et al.RANLP2023BanglaClickBERT: Bangla Clickbait Detection from News Headlines using Domain Adaptive BanglaBERT and MLP TechniquesJoy et al.ALTA2023BanMANI: A Dataset to Identify Manipulated Social Media News in BanglaKamruzzaman et al.ConTeNTS2023Bengali Fake Review Detection using Semi-supervised Generative Adversarial NetworksShawon et al.arXiv2023Bengali Fake Reviews: A Benchmark Dataset and Detection SystemShahariar et al.arXiv2023Bengali News Headline Categorization: A Comprehensive Analysis of Machine Learning and Deep Learning ApproachAhmed et al.BAIUST ACADEMIC JOURNAL2023Discourse Mode Categorization of Bengali Social Media Health TextSazzedWorkshop on Computational Approaches to Subjectivity2023Feature Extraction Using Deep Generative Models for Bangla Text Classification on a New Comprehensive DatasetRafi-Ur-Rashid et al.arXiv2023Hybrid approach for text categorization: A case study with Bangla news articleDhar et al.Journal of Information Science2023Investigating the Effectiveness of Graph-based Algorithm for Bangla Text ClassificationDehan et al.BLP @ EMNLP2022A dictionary based model for bengali document classificationDawn et al.Applied Intelligence2022An Annotated Dataset and Automatic Approaches for Discourse Mode Identification in Low-resource Bengali LanguageSazzedMIA2022Breaking the Curse of Class Imbalance: Bangla Text ClassificationRafi-Ur-Rashid et al.ACM Transactions on Asian and Low-Resource Language Information Processing2022Potrika: Raw and Balanced Newspaper Datasets in the Bangla Language with Eight Topics and Five AttributesAhmad et al.arXiv2021Bangla News Headline CategorizationHossain et al.International Journal of Education and Management Engineering2021Bengali News Headline Categorization UsingOptimized Machine Learning PipelineDhar et al.International Journal of Information Engineering and Electronic Business2021Bengali text document categorization based on very deep convolution neural networkHossain et al.Expert Systems with Applications2021Multi-category Bangla News Classification using Machine Learning Classifiers and Multi-layer Dense Neural NetworkYeasmin et al.International Journal of Advanced Computer Science and Applications2020A Multi Layer Perceptron Along with Memory Efficient Feature Extraction Approach for Bengali Document CategorizationMahmud et al.Journal of Computer Science2020BanFakeNews: A Dataset for Detecting Fake News in BanglaHossain et al.LREC2020CESS-A System to Categorize Bangla Web Text DocumentsDhar et al.ACM Transactions on Asian and Low-Resource Language Information Processing2020Classification Benchmarks for Under-resourced Bengali Language based on Multichannel Convolutional-LSTM NetworkKarim et al. · BengFastText embeddings.IEEE DSAA2020Detecting Bengali Spam SMS Using Recurrent Neural NetworkUddin et al.Journal of Communications2020Different Machine Learning based Approaches of Baseline and Deep Learning Models for Bengali News CategorizationRabib et al.International Journal of Computer Applications2019Bangla Document Categorization using Term GraphHassan et al.International Journal of Computer Applications2019Identification of Synthetic Sentence in Bengali News using Hybrid ApproachDas et al.ICON2018Authorship Attribution for Bengali Language Using the Fusion of N-Gram and Naive Bayes AlgorithmsAnisuzzaman et al.International Journal of Information Technology and Computer Science2018Comparison of Algorithms in Authorship Identification using Bengali PoemsPandian et al.International Journal of Engineering & Technology2018Topic Modelling in Bangla Language: An LDA Approach to Optimize Topics and News ClassificationMouhoub et al.Computer and Information Science2017A Supervised Learning Approach for Authorship Attribution of Bengali Literary TextsPhani et al.ACM Transactions on Asian and Low-Resource Language Information Processing2015Authorship Attribution in Bengali LanguagePhani et al.ICON2014Supervised Learning Methods for Bangla Web Document CategorizationMandal et al.International Journal of Artificial Intelligence & Applications2012Authorship Identification in Bengali Literature: a Comparative AnalysisChakrabortyCOLING2009Bengali Verb Subcategorization Frame Acquisition - A Baseline ModelBanerjee et al.ALR