International Journal of Innovative Research in Computer and Communication Engineering
ISSN Approved Journal | Impact factor: 8.771 | ESTD: 2013 | Follows UGC CARE Journal Norms and Guidelines
| Monthly, Peer-Reviewed, Refereed, Scholarly, Multidisciplinary and Open Access Journal | High Impact Factor 8.771 (Calculated by Google Scholar and Semantic Scholar | AI-Powered Research Tool | Indexing in all Major Database & Metadata, Citation Generator | Digital Object Identifier (DOI) |
| TITLE | Abstractive Kannada Text Summarization Using Multilingual T5 (mT5) |
|---|---|
| ABSTRACT | With the increasing availability of digital information, there is now a greater demand for text summarization systems that are capable of providing meaningful summaries of the information. The task of producing abstractive summaries, especially in the case of low resource languages like Kannada, is difficult because of insufficient data resources. In this paper, a new framework for abstractive text summarization in Kannada using mT5 transformer-based architecture has been proposed. Domain specific data was collected from Kannada news articles and preprocessed to make the dataset consistent. The model is trained to provide compact summaries containing two to three sentences. The performance of the model based on ROUGE scores suggests that the proposed framework provides reliable results even in a low-resource environment. |
| AUTHOR | PRATEEK MALIPATIL, NAGAMANI D R Department of CSE, Bangalore Institute of Technology, Bengaluru, India |
| VOLUME | 186 |
| DOI | DOI: 10.15680/IJIRCCE.2026.1407038 |
| pdf/38_Abstractive Kannada Text Summarization Using Multilingual T5 (mT5).pdf | |
| KEYWORDS | |
| References | [1] Aparna Madhukar Mete, Dr. M. L. Dhore, “Abstractive Text Summarization for Hindi Language Using T5 Transformer”, 2025 4th OPJU International Technology Conference (OTCON), IEEE, 2025. [2] Yamini Niharika, Thirumalaraju Akhila, Priyanka C. Nair, “Summarization of Telugu Texts using versions of mT5, mBART50 and IndicBART,” 2025 International Conference on Cognitive, Green and Ubiquitous Computing (IC-CGU), IEEE, 2025. [3] Manisha Maharana, Meghna J., Ananya Kaushik, Anshika Ambavat, Amita Dev, Poonam Bansal, Aparna Kaushik, “Hindi Text Summarization with Transformer-Based Ensembling and Refinement”, 2025 5th International Conference on Intelligent Technologies (CONIT), IEEE, 2025. [4] Manisha Maharana, Meghna J., Ananya Kaushik, Anshika Ambavat, Amita Dev, Poonam Bansal, Aparna Kaushik, “Hindi Text Summarization with Transformer-Based Ensembling and Refinement”, 2025 5th International Conference on Intelligent Technologies (CONIT), IEEE, 2025. [5] Asmaa Elsaid, Ammar Mohammed, Lamiaa Fattouh, Mohammed Sakre,“Abstractive Arabic Text Summarization Based on MT5 and AraBART Transformers,” 2023 Intelligent Methods, Systems, and Applications (IMSA), IEEE, 2023. [6] Pushpa B. Patil, Dakshayani Ijeri and Reshma Pujari“Abstractive Text Summarization of Kannada using CNN-LSTM”, Proceedings of the 4th international conference on cognitive and intelligent Computing, Vol 2, pp 21-29, 2026. |
