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VnCoreNLP: A Vietnamese Natural Language Processing Toolkit

arXiv 1801.01331 ↗First posted 4 Jan 2018cs.CLcited by 51

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Abstract (arXiv)

We present an easy-to-use and fast toolkit, namely VnCoreNLP---a Java NLP annotation pipeline for Vietnamese. Our VnCoreNLP supports key natural language processing (NLP) tasks including word segmentation, part-of-speech (POS) tagging, named entity recognition (NER) and dependency parsing, and obtains state-of-the-art (SOTA) results for these tasks. We release VnCoreNLP to provide rich linguistic annotations to facilitate research work on Vietnamese NLP. Our VnCoreNLP is open-source and available at: https://github.com/vncorenlp/VnCoreNLP

Key facts. Cited by 51 papers in the map (data through 7 Oct 2026). First posted on arXiv 4 Jan 2018.

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Citing papers per year: 2021: 14; 2022: 8; 2023: 9; 2024: 8; 2025: 7; 2026: 5.

51 papers.

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  1. 2021BARTpho: Pre-trained Sequence-to-Sequence Models for Vietnamesecited by 33
  2. 2023OpenViVQA: Task, Dataset, and Multimodal Fusion Models for Visual Question Answering in Vietnamesecited by 20
  3. 2021Intent Detection and Slot Filling for Vietnamesecited by 19
  4. 2021COVID-19 Named Entity Recognition for Vietnamesecited by 19
  5. 2021Constructive and Toxic Speech Detection for Open-domain Social Media Comments in Vietnamesecited by 17
  6. 2023XPhoneBERT: A Pre-trained Multilingual Model for Phoneme Representations for Text-to-Speechcited by 16
  7. 2021PhoNLP: A joint multi-task learning model for Vietnamese part-of-speech tagging, named entity recognition and dependency parsingcited by 13
  8. 2023ViHOS: Hate Speech Spans Detection for Vietnamesecited by 13
  9. 2021PhoMT: A High-Quality and Large-Scale Benchmark Dataset for Vietnamese-English Machine Translationcited by 11
  10. 2021Sentence Extraction-Based Machine Reading Comprehension for Vietnamesecited by 9
  11. 2022Vietnamese Hate and Offensive Detection using PhoBERT-CNN and Social Media Streaming Datacited by 9
  12. 2024ViTextVQA: A Large-Scale Visual Question Answering Dataset and a Novel Multimodal Feature Fusion Method for Vietnamese Text Comprehension in Imagescited by 7
38 more
  1. 2023EVJVQA Challenge: Multilingual Visual Question Answeringcited by 6
  2. 2022SPBERTQA: A Two-Stage Question Answering System Based on Sentence Transformers for Medical Textscited by 5
  3. 2024Improving Vietnamese-English Medical Machine Translationcited by 5
  4. 2021Investigating Monolingual and Multilingual BERTModels for Vietnamese Aspect Category Detectioncited by 4
  5. 2021Vietnamese Complaint Detection on E-Commerce Websitescited by 4
  6. 2024ViWikiFC: Fact-Checking for Vietnamese Wikipedia-Based Textual Knowledge Sourcecited by 4
  7. 2022Multi-stage Information Retrieval for Vietnamese Legal Textscited by 3
  8. 2023Evaluating the Symbol Binding Ability of Large Language Models for Multiple-Choice Questions in Vietnamese General Educationcited by 3
  9. 2025Coreference Resolution for Vietnamese Narrative Textscited by 3
  10. 2026FreeTxt-Vi: A Benchmarked Vietnamese-English Toolkit for Segmentation, Sentiment, and Summarisationcited by 3
  11. 2021Predicting Job Titles from Job Descriptions with Multi-label Text Classificationcited by 2
  12. 2021Clustering Vietnamese Conversations From Facebook Page To Build Training Dataset For Chatbotcited by 2
  13. 2022Unsupervised Sentence Simplification via Dependency Parsingcited by 2
  14. 2022A High-Quality and Large-Scale Dataset for English-Vietnamese Speech Translationcited by 2
  15. 2022From Disfluency Detection to Intent Detection and Slot Fillingcited by 2
  16. 2022Improving Sentiment Analysis By Emotion Lexicon Approach on Vietnamese Textscited by 2
  17. 2023UIT-OpenViIC: A Novel Benchmark for Evaluating Image Captioning in Vietnamesecited by 2
  18. 2023NOWJ1@ALQAC 2023: Enhancing Legal Task Performance with Classic Statistical Models and Pre-trained Language Modelscited by 2
  19. 2024Context-Aware Machine Translation with Source Coreference Explanationcited by 2
  20. 2024An Attempt to Develop a Neural Parser based on Simplified Head-Driven Phrase Structure Grammar on Vietnamesecited by 2
  21. 2022CofeNet: Context and Former-Label Enhanced Net for Complicated Quotation Extractioncited by 1
  22. 2024ViLexNorm: A Lexical Normalization Corpus for Vietnamese Social Media Textcited by 1
  23. 2024Transformer-Based Contextualized Language Models Joint with Neural Networks for Natural Language Inference in Vietnamesecited by 1
  24. 2025LiGT: Layout-infused Generative Transformer for Visual Question Answering on Vietnamese Receiptscited by 1
  25. 2025VietMix: A Naturally-Occurring Parallel Corpus and Augmentation Framework for Vietnamese-English Code-Mixed Machine Translationcited by 1
  26. 2021ReINTEL Challenge 2020: Exploiting Transfer Learning Models for Reliable Intelligence Identification on Vietnamese Social Network Sitescited by 0
  27. 2021Augmenting Part-of-speech Tagging with Syntactic Information for Vietnamese and Chinesecited by 0
  28. 2021Automatic Post-Editing for Vietnamesecited by 0
  29. 2023LBMT team at VLSP2022-Abmusu: Hybrid method with text correlation and generative models for Vietnamese multi-document summarizationcited by 0
  30. 2023Analyzing Vietnamese Legal Questions Using Deep Neural Networks with Biaffine Classifierscited by 0
  31. 2024A study of Vietnamese readability assessing through semantic and statistical featurescited by 0
  32. 2025ViQA-COVID: COVID-19 Machine Reading Comprehension Dataset for Vietnamesecited by 0
  33. 2025A Vietnamese Dataset for Text Segmentation and Multiple Choices Reading Comprehensioncited by 0
  34. 2025An Encoder-Integrated PhoBERT with Graph Attention for Vietnamese Token-Level Classificationcited by 0
  35. 2025Towards Signboard-Oriented Visual Question Answering: ViSignVQA Dataset, Method and Benchmarkcited by 0
  36. 2026ViX-Ray: A Vietnamese Chest X-Ray Dataset for Vision-Language Modelscited by 0
  37. 2026Evaluation of Chunking Strategies for Effective Text Embedding in Low-Resource Language on Agricultural Documentscited by 0
  38. 2026BamiBERT: A New BERT-based Language Model for Vietnamesecited by 0

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