MUMBAI, India, Sept. 26 -- Intellectual Property India has published a patent application (202441023039 A) filed by Manish Agarwal, Bangalore, Karnataka, on March 24, 2024, for 'system and methods for user assessments.'

Inventor(s) include Manish Agarwal.

The application for the patent was published on Sept. 26, under issue no. 39/2025.

According to the abstract released by the Intellectual Property India: "The present invention discloses methods and system for assessing proficiency of a user. The methods and system involve receiving input from a user, tokenizing and parsing it to determine contexts, and selecting models from a multi-model framework based on these contexts. Assessment parameters are identified from these models, and questions are generated accordingly. User responses are tokenized, parsed, and mapped to assessment concepts, with an analysis of proficiency conducted. The methods and system iteratively generates subsequent questions based on analysed responses, adapting progressively until a predefined proficiency threshold is met. Feedback is incorporated to update questions and models, ensuring a comprehensive and personalized assessment experience."

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