MUMBAI, India, July 7 -- Intellectual Property India has published a patent application (202641077162 A) filed by Vardhaman College Of Engineering; Dr. V Parvathi; Dr. Bhakti Natoo; Dr. T Sreevani; Mr. Tamal Sau; Ms. Rukmita Pal; and Ms. Antara Ghosh on June 22, 2026, for Machine Learning Based Academic Writing Enhancement System For Efl Learners In Higher Education.
Inventors include Dr. V Parvathi; Dr. Bhakti Natoo; Dr. T Sreevani; Mr. Tamal Sau; Ms. Rukmita Pal; and Ms. Antara Ghosh.
The application for the patent was published on July 03, 2026, under issue no. 27/2026.
Abstract: Machine Learning Based Academic Writing Enhancement System for EFL Learners in Higher Education is the proposed invention. The proposed invention integrates Transformer-based Large Language Models, Graph Neural Networks, and Reinforcement Learning from Educational Feedback to provide comprehensive analysis and improvement of academic writing. The invention evaluates grammar, vocabulary usage, coherence, argument structure, citation quality, and academic style while generating personalized recommendations tailored to individual learner needs. An adaptive learning framework continuously monitors learner progress and creates customized improvement pathways. Explainable artificial intelligence mechanisms provide transparent feedback and support self-directed learning. The proposed system enhances academic writing proficiency, improves learner engagement, reduces instructor workload, and promotes higher-quality scholarly communication in higher education environments.
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