C. B. Lavanya

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H. S. Nagendraswamy (1)K. N. Manjunath (1)M. P. Pavan Kumar (1)

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Jun 22, 2026

C. B. Lavanya +3Jun 22, 2026

Machine Translation in Natural Language Processing (1948–2025): a Systematic Survey of Methods, Benchmarks, Neural Machine Translation Advances, Challenges and Future Directions

This systematic review synthesizes 77 years of MT research to quantitatively compare the evolution of MT approaches, identify performance trends across different methodological paradigms, and analyze evaluation metrics and benchmark datasets to characterize research gaps.

C. B. Lavanya, H. S. Nagendraswamy, K. N. Manjunath +1

C. B. Lavanya

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C. B. Lavanya

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