Intellectual Property India Publishes Patent Application for A Geo-Aware Large Language Model Framework For Automated Intelligence Summarization With Retrieval-Augmented Generation

MUMBAI, India, Aug. 24 -- Intellectual Property India has published a patent application (202621081498 A) filed by Symbiosis International Deemed University on July 01, 2026, for A Geo-Aware Large Language Model Framework For Automated Intelligence Summarization With Retrieval-Augmented Generation.

Inventors include Shivani Patil; Dr. Aniket K. Shahade; Dr. Hema Karande; Dr. Priyanka V. Deshmukh; and Dr. Shruti Patil.

The application for the patent was published on August 21, 2026, under issue no. 34/2026.

Abstract: ABSTRACT A GEO-AWARE LARGE LANGUAGE MODEL FRAMEWORK FOR AUTOMATED INTELLIGENCE SUMMARIZATION WITH RETRIEVAL- AUGMENTED GENERATION The present invention discloses a geo-aware large language model framework (100) for automated intelligence summarization. The framework (100) integrates a data acquisition module (110), a spatial-temporal alignment module (120) with geospatial coordinate extraction (122), temporal sequencing (124), and event-location linking (126), a retrieval-augmented generation module (130) for external knowledge enrichment, an LLM processing module (140) with parameter-efficient fine-tuning (144) using LoRA and IA3 and a structured INTSUM generator (146), and an evaluation module (150) with dual textual and geospatial metrics. The framework achieves BERTScore of 0.948 and over 50 percent geospatial error reduction, enabling accurate and spatially grounded intelligence summarization. [

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