MUMBAI, India, June 30 -- Intellectual Property India has published a patent application (202641075325 A) filed by Sr University on June 18, 2026, for Lightweight Domain-Adapted Quantised Roberta For Real-Time Fake News Detection.
Inventors include Kalyani Alagandula; and R. Vijaya Prakash.
The application for the patent was published on June 26, 2026, under issue no. 26/2026.
Abstract: ABSTRACT Disclosed herein is a Lightweight Domain-Adapted Quantised RoBERTa for Real-Time Fake News Detection (100) for real-time classification on commodity hardware, comprising a text acquisition unit (102), a user interface (104) integrated into a user device (106), a communication network (108), and a processing unit (110) comprising an input module (112), a preprocessing module (114) configured to cleanse received text and apply quote-aware truncation, a domain pretraining module (116) configured to perform continued masked language model training of a RoBERTa-base encoder on a fact-checked journalism corpus, a robust fine-tuning module (118) configured to apply focal loss, adversarial word-drop, and layer-wise learning rate decay, a quantisation module (120) configured to convert the model to 8-bit integer format, a classification module (122), an output module (124), and a database (126).
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