MUMBAI, India, Aug. 24 -- Intellectual Property India has published a patent application (202621080929 A) filed by Symbiosis International Deemed University on June 30, 2026, for Unified Ai Framework For Automated Summarization, Extraction And Verification Of Scientific Literature.
Inventors include Nishit Bohra M; Omkar H. Thorve; Avantika R. Patil; Dr. Aniket K. Shahade; Dr. Priyanka V. Deshmukh; Dr. Shruti Patil; and Dr. Ketan Kotecha.
The application for the patent was published on August 21, 2026, under issue no. 34/2026.
Abstract: ABSTRACT UNIFIED AI FRAMEWORK FOR AUTOMATED SUMMARIZATION, EXTRACTION AND VERIFICATION OF SCIENTIFIC LITERATURE A unified AI-driven framework (100) for automated summarization, extraction, and verification of scientific literature is disclosed. The framework comprises a data collection and preprocessing module (110), a summarization module (120) with a fine-tuned BART model (122), an entity extraction module (130) with a SciBERT- based NER engine (132), a fact verification module (140) with a RoBERTa-NLI entailment classifier (146), a topic modelling module (150) with a BERTopic engine (152), an evaluation and benchmarking module (160), an error handling and reliability module (170), an ablation study module (180), an output management module (190), and a user interface module (200). The integrated pipeline achieves ROUGE-L 0.445, entity F1 0.89, fact verification accuracy 0.87, and 192 papers per hour throughput. [
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