MUMBAI, India, Jan. 7 -- Intellectual Property India has published a patent application (202511104050 A) filed by Ajay Kumar Garg Engineering College, Ghaziabad, Uttar Pradesh, on Oct. 29, 2025, for 'method for personalized english language instruction based on real-time assessment.'

Inventor(s) include Dr. Arvind Kumar Sharma; and Divya Pratap.

The application for the patent was published on Dec. 12, under issue no. 50/2025.

According to the abstract released by the Intellectual Property India: "A method for personalized English language instruction based on real-time assessment is disclosed. Multimodal learner inputs are received during an instructional session through a learner-facing interface. An assessment engine analyzes writing and speech to compute grammar, vocabulary, discourse, pronunciation, and fluency signals. A diagnostic profiler fuses current observations with prior history to form a learner state. An adaptive sequencing module selects a next activity from an annotated repository by maximizing expected learning gain under cognitive and prerequisite constraints. A feedback generator delivers layered guidance with immediate corrections, explanations, exemplars, and micro-practice. A longitudinal tracker updates a mastery graph using probabilistic estimators and records trajectories for reporting. Streaming inference provides partial hypotheses and progressive feedback in real time. Interoperability and privacy controls support institutional deployment."

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