Gujarati Natural Language Processing Wiki

The aim of the page is to have a common wiki for all NLP literature and tools existing for the Gujarati language.

Literature

For dataset papers, refer to the Data section.

Part of Speech

1. Patel, Chirag, and Karthik Gali. "Part-of-speech tagging for Gujarati using conditional random fields." Proceedings of the IJCNLP-08 Workshop on NLP for Less Privileged Languages. 2008. [Paper,Cite]

Stemming

1. Suba, Kartik, Dipti Jiandani, and Pushpak Bhattacharyya. "Hybrid inflectional stemmer and rule-based derivational stemmer for gujarati." Proceedings of the 2nd workshop on South Southeast Asian natural language processing (WSSANLP). 2011. [Paper,Cite]
2. Patel, Pratikkumar, Kashyap Popat, and Pushpak Bhattacharyya. "Hybrid stemmer for Gujarati." Proceedings of the 1st Workshop on South and Southeast Asian Natural Language Processing. 2010. [Paper,Cite]

WordNet

1. Bhensdadia, C. K., Brijesh Bhatt, and Pushpak Bhattacharyya. "Introduction to Gujarati wordnet." Third national workshop on indowordnet proceedings. Vol. 494. 2010. [Paper, Browser]

Grammar

1. Gujarati Grammar Wikipedia Page

Language Models

1. MuRIL: Khanuja, Simran, Diksha Bansal, Sarvesh Mehtani, Savya Khosla, Atreyee Dey, Balaji Gopalan, Dilip Kumar Margam et al. "Muril: Multilingual representations for indian languages." arXiv preprint arXiv:2103.10730 (2021).[Paper,Model,Cite]
2. Indic-BERT: Kakwani, Divyanshu, Anoop Kunchukuttan, Satish Golla, N. C. Gokul, Avik Bhattacharyya, Mitesh M. Khapra, and Pratyush Kumar. "iNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian Languages." In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Findings, pp. 4948-4961. 2020. [Paper, Documentation, Model, Cite]
3. Indic-FT: Kakwani, Divyanshu, Anoop Kunchukuttan, Satish Golla, N. C. Gokul, Avik Bhattacharyya, Mitesh M. Khapra, and Pratyush Kumar. "iNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian Languages." In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Findings, pp. 4948-4961. 2020. [Paper, Documentation, Model, Cite]
4. IndicBART Dabre, Raj, Himani Shrotriya, Anoop Kunchukuttan, Ratish Puduppully, Mitesh M. Khapra, and Pratyush Kumar. "IndicBART: A Pre-trained Model for Natural Language Generation of Indic Languages." arXiv preprint arXiv:2109.02903 (2021).[Paper,Documentation,Model,Cite]

Universal Dependencies

1. GujTB: Mayank Jobanputra, Maitrey Mehta, and Çağrı Çöltekin. 2024. A Universal Dependencies Treebank for Gujarati. In Proceedings of the Joint Workshop on Multiword Expressions and Universal Dependencies (MWE-UD) @ LREC-COLING 2024, pages 56–62, Torino, Italia. ELRA and ICCL. [Paper]

Data

Text Corpora

1. Dakshina (Size: 200k sentences, Year: 2020, Source: Wikipedia)[Data, Repo, Cite]
2. AI4Bharat-IndicNLP (Size: 7.8 M sentences, Year : 2020, Source: News Articles) [Data,Paper, Cite]
3. Gujarati Wikipedia Articles (Size: 31k articles, Year: 2020) [Data]
4. Gujarati News Articles (Size: 6.5k articles, Year: 2020) [Data]

Parallel Corpora and Translation

1. Ramesh, Gowtham, Sumanth Doddapaneni, Aravinth Bheemaraj, Mayank Jobanputra, Raghavan AK, Ajitesh Sharma, Sujit Sahoo et al. "Samanantar: The Largest Publicly Available Parallel Corpora Collection for 11 Indic Languages." arXiv preprint arXiv:2104.05596 (2021) (Size: 3M sentences (En-Gu) and 15M sentences (In-Gu), Year: 2021, Source: News, Video subtitles, etc.). [Paper, In-In Data, En-In Data, Cite]
2. Shah, Parth, and Vishvajit Bakrola. "Neural Machine Translation System of Indic Languages-An Attention based Approach." In 2019 Second International Conference on Advanced Computational and Communication Paradigms (ICACCP), pp. 1-5. IEEE, 2019. (Size: 65k sentences, Year: 2019, Source: MSCOCO captions) [Paper, Data, Cite]

Transliteration

1. Dakshina (Size: 125k,Year: 2020, Source: Wikipedia)[Data, Repo, Cite]

Classification

1. AI4Bharat-IndicNLP Article Topic Classification (Size: 680 articles, Year : 2020, Source: News Articles, Classes: 3) [Data,Paper, Cite]
2. INLTK Headline Classification Corpus (Size: 6587 headlines, Year: 2020, Classes: 3) [Data, Repo]

Morphology

1. Baxi, Jatayu, and Dr Bhatt. "Morpheme Boundary Detection & Grammatical Feature Prediction for Gujarati: Dataset & Model." arXiv preprint arXiv:2112.09860 (2021). [Paper, Data,Cite]

Annotation Literature

1. Part of Speech Tagset: Gujarati (Also contains grammatical features)(Year:2009) - Document

Tools