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International Journal of Research and Innovation
Current issue · Volume 1, Issue 1 · July 2026
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International Journal of Research and Innovation
Vol 1, Issue 1 (January 2026), pp. 1-11
Computer Science

Sparse Attention Mechanisms for Low-Resource Language Models

Ananya Rao, Devashish Kumar · Indian Institute of Science, Bengaluru
Abstract

A learned sparse-attention scheme cuts inference cost for morphologically rich, low-resource languages with no measurable loss in accuracy.

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Peer review

Reviewed under double-blind evaluation by 2 members of the editorial board:

Prof. Vidyadhar Reddy AileniDr Rajendran Govender
Accepted and published by Dr Cynthia Menezes Prabhu, Editor-in-Chief.