MUMBAI, India, Feb. 6 -- Intellectual Property India has published a patent application (202641006903 A) filed by Mane Venkatrao; Kamani Venkata Chandra; Mattaparthi Lakshmi Priyanka; Yarramsetty Siva Naga Chandreswari; and Tanna Anusha, Amalapuram, Andhra Pradesh, on Jan. 23, for 'large language model-based framework for domain-specific reasoning and controlled output generation.'
Inventor(s) include Mane Venkatrao; Kamani Venkata Chandra; Mattaparthi Lakshmi Priyanka; Yarramsetty Siva Naga Chandreswari; and Tanna Anusha.
The application for the patent was published on Feb. 6, under issue no. 06/2026.
According to the abstract released by the Intellectual Property India: "The invention provides a large language model-based framework for domain-specific reasoning and controlled content generation. The framework integrates a language model core with a domain constraint module, a contextual validation layer, and a response governance module to ensure accuracy, compliance, and contextual fidelity of generated outputs. The domain constraint module imposes structured rules, terminologies, and procedural requirements derived from regulated or specialized knowledge environments. The contextual validation layer verifies candidate responses against curated knowledge sources, ontologies, and structured datasets to detect factual inconsistencies and refine outputs. The response governance module manages compliance, tone, safety, and formatting parameters aligned with legal, healthcare, financial, enterprise, and technical domains. The framework further supports explainability, traceability, and user-controlled customization of output behavior. By combining deep linguistic capabilities with domain-aligned control mechanisms, the invention enables reliable deployment of large language models in mission-critical and regulated environments."
Disclaimer: Curated by HT Syndication.
