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iNLTK: Natural Language Toolkit for Indic Languages

arXiv 2009.12534 ↗First posted 26 Sep 2020cs.CLcited by 24

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Abstract (arXiv)

We present iNLTK, an open-source NLP library consisting of pre-trained language models and out-of-the-box support for Data Augmentation, Textual Similarity, Sentence Embeddings, Word Embeddings, Tokenization and Text Generation in 13 Indic Languages. By using pre-trained models from iNLTK for text classification on publicly available datasets, we significantly outperform previously reported results. On these datasets, we also show that by using pre-trained models and data augmentation from iNLTK, we can achieve more than 95% of the previous best performance by using less than 10% of the training data. iNLTK is already being widely used by the community and has 40,000+ downloads, 600+ stars and 100+ forks on GitHub. The library is available at https://github.com/goru001/inltk.

Key facts. Cited by 24 papers in the map (data through 7 Oct 2026). First posted on arXiv 26 Sep 2020.

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Citing papers per year: 2021: 6; 2022: 5; 2023: 2; 2024: 9; 2025: 2.

24 papers.

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  1. 2022L3Cube-MahaCorpus and MahaBERT: Marathi Monolingual Corpus, Marathi BERT Language Models, and Resourcescited by 49
  2. 2021L3CubeMahaSent: A Marathi Tweet-based Sentiment Analysis Datasetcited by 28
  3. 2022IndicXNLI: Evaluating Multilingual Inference for Indian Languagescited by 26
  4. 2021Experimental Evaluation of Deep Learning models for Marathi Text Classificationcited by 19
  5. 2021BNLP: Natural language processing toolkit for Bengali languagecited by 16
  6. 2024The "Colonial Impulse" of Natural Language Processing: An Audit of Bengali Sentiment Analysis Tools and Their Identity-based Biasescited by 16
  7. 2022Computational historical linguistics and language diversity in South Asiacited by 8
  8. 2024L3Cube-IndicNews: News-based Short Text and Long Document Classification Datasets in Indic Languagescited by 8
  9. 2024L3Cube-MahaNews: News-based Short Text and Long Document Classification Datasets in Marathicited by 6
  10. 2024Development of Pre-Trained Transformer-based Models for the Nepali Languagecited by 5
  11. 2024IndiText Boost: Text Augmentation for Low Resource India Languagescited by 4
  12. 2024Decoding the Diversity: A Review of the Indic AI Research Landscapecited by 4
12 more
  1. 2023H-AES: Towards Automated Essay Scoring for Hindicited by 3
  2. 2023mahaNLP: A Marathi Natural Language Processing Librarycited by 3
  3. 2024HindiLLM: Large Language Model for Hindicited by 3
  4. 2021Vy=akarana: A Colorless Green Benchmark for Syntactic Evaluation in Indic Languagescited by 1
  5. 2022An Overview of Indian Language Datasets used for Text Summarizationcited by 1
  6. 2022Extractive Question Answering on Queries in Hindi and Tamilcited by 1
  7. 2021HinFlair: pre-trained contextual string embeddings for pos tagging and text classification in the Hindi languagecited by 0
  8. 2021Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graphcited by 0
  9. 2024ARTiST: Automated Text Simplification for Task Guidance in Augmented Realitycited by 0
  10. 2024A Review of the Marathi Natural Language Processingcited by 0
  11. 2025Low-Resource Language Processing: An OCR-Driven Summarization and Translation Pipelinecited by 0
  12. 2025Lexical and Statistical Analysis of Bangla Newspaper and Literature: A Corpus-Driven Study on Diversity, Readability, and NLP Adaptationcited by 0