MUMBAI, India, May 29 -- Intellectual Property India has published a patent application (202641064224 A) filed by Dr. Lalitha Devi Bommanaboina; and Dr. Ramya Devi Bommanaboina, Warangal, Telangana, on May 21, for 'a context-adaptive descriptor-based assessment system to likert scale questionnaires for contextual response measurement.'

Inventor(s) include Dr. Lalitha Devi Bommanaboina; and Dr. Ramya Devi Bommanaboina.

The application for the patent was published on May 29, under issue no. 22/2026.

According to the abstract released by the Intellectual Property India: "Disclosed herein is a context-adaptive descriptor-based assessment system (100) to Likert scale questionnaires for contextual response measurement, the system (100) comprises a descriptor-based response module (102) configured to replace visible numerical or ordinal Likert-scale response categories. A contextual applicability module (104) configured to generate or modify the semantic contextual applicability descriptors. A semantic mapping module (106) configured to convert participant-selected semantic contextual applicability descriptors into latent machine-interpretable analytical representations. An adaptive descriptor personalization unit (108) configured to dynamically personalize wording, structure, or presentation of the semantic contextual applicability descriptors. An artificial intelligence-assisted interpretation module (110) configured to analyze semantic response consistency, contextual relevance, applicability patterns, behavioral alignment, or latent semantic relationships. A database management module (112) configured to store contextual descriptors, participant response selections, semantic mappings, contextual weighting parameters, and interpretive analytical outputs. A user interaction module (114) configured to present contextualized assessment statements and corresponding semantic contextual applicability descriptors."

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