MUMBAI, India, Sept. 28 -- Intellectual Property India has published a patent application (202621093874 A) filed by Archana Kadam; Dr. Rama Soni; Dr. Pratik Shah; Dr. Kamlesh Kumar Tewari; Shailendra Gawand; and Dr. Polepalli Padmaja on August 03, 2026, for Ai Based Research Gap Identification And Literature Analysis System.
Inventors include Archana Kadam; Dr. Rama Soni; Dr. Pratik Shah; Dr. Kamlesh Kumar Tewari; Shailendra Gawand; and Dr. Polepalli Padmaja.
The application for the patent was published on September 25, 2026, under issue no. 39/2026.
Abstract: ABSTRACT TITLE: AI-BASED RESEARCH GAP IDENTIFICATION AND LITERATURE ANALYSIS SYSTEM An AI-based research gap identification and literature analysis system (100) and method (200) for automated surfacing, characterisation and prioritisation of research gaps within a specified domain. A literature corpus ingestion module (110) acquires and normalises documents from scholarly and technical sources; a knowledge representation module (120) unifies neural embeddings through a semantic embedding generator (122), a domain ontology and concept graph (124) and a citation and co-citation graph (126). A query and domain scoping engine (130) derives a bounded working corpus. A literature analysis engine (140) extracts claims, methods, datasets and findings and detects contradictions through a contradiction and consensus detection unit (148). A research-gap identification engine (150) produces distinct conceptual, empirical, methodological and temporal gap indicators through sub-modules (152, 154, 156, 158). A gap ranking and recommendation module (160) with a reinforcement-learning ranker (166) prioritises the said gaps and a feedback and model-retraining module (180) refines the models. [Figure 1]
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