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BNLP: Natural language processing toolkit for Bengali language

arXiv 2102.00405 ↗First posted 31 Jan 2021cs.CLcited by 16

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Abstract (arXiv)

BNLP is an open source language processing toolkit for Bengali language consisting with tokenization, word embedding, POS tagging, NER tagging facilities. BNLP provides pre-trained model with high accuracy to do model based tokenization, embedding, POS tagging, NER tagging task for Bengali language. BNLP pre-trained model achieves significant results in Bengali text tokenization, word embedding, POS tagging and NER tagging task. BNLP is using widely in the Bengali research communities with 16K downloads, 119 stars and 31 forks. BNLP is available at https://github.com/sagorbrur/bnlp.

Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). Builds on 6 of its 12 references that are in the map. First posted on arXiv 31 Jan 2021.

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6 of 12 references.

References · 6

  1. 2013Efficient Estimation of Word Representations in Vector Spacecited by 4,346
  2. 2016Enriching Word Vectors with Subword Informationcited by 1,578
  3. 2020Stanza: A Python Natural Language Processing Toolkit for Many Human Languagescited by 719
  4. 2018Subword Regularization: Improving Neural Network Translation Models with Multiple Subword Candidatescited by 632
  5. 2018AllenNLP: A Deep Semantic Natural Language Processing Platformcited by 347
  6. 2020iNLTK: Natural Language Toolkit for Indic Languagescited by 24

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 1; 2022: 0; 2023: 6; 2024: 3; 2025: 5; 2026: 1.

16 papers.

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  1. 2023BanglaAbuseMeme: A Dataset for Bengali Abusive Meme Classificationcited by 18
  2. 2023Vacaspati: A Diverse Corpus of Bangla Literaturecited by 10
  3. 2025TituLLMs: A Family of Bangla LLMs with Comprehensive Benchmarkingcited by 9
  4. 2021Emotion Classification in a Resource Constrained Language Using Transformer-based Approachcited by 7
  5. 2024A Comparative Analysis of Noise Reduction Methods in Sentiment Analysis on Noisy Bangla Textscited by 3
  6. 2026Is Information Density Uniform when Utterances are Grounded on Perception and Discourse?cited by 3
  7. 2023On Evaluation of Bangla Word Analogiescited by 2
  8. 2024Gazetteer-Enhanced Bangla Named Entity Recognition with BanglaBERT Semantic Embeddings K-Means-Infused CRF Modelcited by 2
  9. 2023BanLemma: A Word Formation Dependent Rule and Dictionary Based Bangla Lemmatizercited by 1
  10. 2023BanglaBait: Semi-Supervised Adversarial Approach for Clickbait Detection on Bangla Clickbait Datasetcited by 1
  11. 2023Understanding Social Structures from Contemporary Literary Fiction using Character Interaction Graph -- Half Century Chronology of Influential Bengali Writerscited by 0
  12. 2024Leveraging LLMs for Bangla Grammar Error Correction:Error Categorization, Synthetic Data, and Model Evaluationcited by 0
4 more
  1. 2025Leveraging the Potential of Prompt Engineering for Hate Speech Detection in Low-Resource Languagescited by 0
  2. 2025BARD10: A New Benchmark Reveals Significance of Bangla Stop-Words in Authorship Attributioncited by 0
  3. 2025FastPOS: Language-Agnostic Scalable POS Tagging Framework Low-Resource Use Casecited by 0
  4. 2025Lexical and Statistical Analysis of Bangla Newspaper and Literature: A Corpus-Driven Study on Diversity, Readability, and NLP Adaptationcited by 0