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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Dr. Mallanna Biradar

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Review Open access Aug 2026

From Syntax to Semantics: AI-Driven Analysis of Indian Vernacular Languages for Machine Translation

It is concluded that dedicated multilingual pretraining and large-scale parallel-corpus construction, rather than generic multilingual scaling alone, are the primary drivers of translation-quality gains for Indian vernacular languages, and identifies dialectal and code-mixed language coverage as the central future rese...

Dr. R. Sugunthakunthalambigai, Dr. Mallanna Biradar, Dr. Joyir Siram et al. · 0 citations

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