MUMBAI, India, May 29 -- Intellectual Property India has published a patent application (202611049975 A) filed by Manipal University, Jaipur, Rajasthan, on April 20, for 'hybrid context-aware content moderation system.'

Inventor(s) include Venkat Akhil Lakkapragada; Khushaal Sunkara; GB Ram Vignesh; and Manish Rai.

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: "The present invention discloses hybrid context-aware content moderation system (100) for detecting and filtering sensitive information in digital communications. The system comprises a pattern detection module (102) configured to identify structured sensitive data using predefined patterns, a vocabulary module (104) configured to tokenize input text and convert it into indexed sequences for processing and context encoder module (106) configured to generate contextual classification scores using a bidirectional long short-term memory network with attention. A safe-pattern detection layer (108) is provided to identify benign contextual and numerical patterns and generate a safe confidence score. A safe-pattern override gate (110) is configured to enforce safe classification upon exceeding a predefined threshold, thereby reducing false positives. A final classifier (112) aggregates outputs from the modules to determine classification. The system enables accurate, real-time moderation by integrating rule-based detection with context-aware processing and hierarchical decision-making."

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