[email protected] +91 9840521421 Scholarly Open Access, Peer-reviewed, Refereed Journal e-ISSN 2582-8746 Since 2020
  1. Home
  2. Archives
  3. 2026
  4. Vol. 7 Issue 3
  5. Article
Review Article

Comparative Evaluation of Transformer Based Models for Educational Translation in Indian Regional Languages

  • Paper ID 1147
  • Volume 7, Issue 3
  • Pages 335-340
  • Published Online: May-June 2026
  • 2 Views
Open Access Peer Reviewed Crossref DOI

Authors

  • Dr. Mani Arora1

1 Assistant Professor, Khalsa College, Amritsar, Punjab, India.

Article Information

Published Online
May-June 2026
Pages
335-340
Article Type
Review Article
Check for updates
check update

References

1. UNESCO, Education in Mother Tongue Improves Learning Outcomes, UNESCO Report, 2021.
2. Vaswani, A., et al. (2017). Attention is All You Need. Advances in Neural Information Processing Systems (NeurIPS).
3. Devlin, J., et al. (2019). BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. NAACL-HLT.
4. Kakwani, D., et al. (2020). IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language
Models for Indian Languages. Findings of EMNLP.
5. Fan, A., et al. (2021). Beyond English-Centric Multilingual Machine Translation. Journal of Machine Learning Research (M2M-100).
6. Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A. N., Kaiser, Ł., & Polosukhin, I. (2017). Attention is All You
Need. Advances in Neural Information Processing Systems (NeurIPS).
7. Pires, T., Schlinger, E., & Garrette, D. (2019). How Multilingual is Multilingual BERT? Proceedings of ACL.
8. Wu, S., & Dredze, M. (2019). Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERT. EMNLP.
9. Conneau, A., et al. (2020). Unsupervised Cross-lingual Representation Learning at Scale (XLM-R). ACL.
10. Kakwani, D., Kunchukuttan, A., Golla, S., et al. (2020). IndicBERT: A Multilingual ALBERT Model for Indian Languages.
arXiv:2007.03750.
11. Wolf, T., et al. (2020). Transformers: State-of-the-Art Natural Language Processing. EMNLP.
12. K. Papineni et al., “BLEU: A Method for Automatic Evaluation of Machine Translation,” ACL, 2002
13. S. Banerjee and A. Lavie, “METEOR: An Automatic Metric for MT Evaluation,” ACL Workshop, 2005.
14. M. Snover et al., “Translation Edit Rate,” AMTA, 2006.
APC from ₹1200 + 18% GST

Peer-reviewed open access₹1200 Indian (₹1400 with DOI)$80 USD internationalpaid after acceptance Peer-reviewed open access₹1200 Indian$80 USD international ₹1200 Indian · $80 intl

  • CrossRef DOI
  • ISSN 2582-8746
  • Open Access
  • Peer Reviewed
  • Plagiarism Checked
  • Google Scholar
Submit Paper