MUMBAI, India, July 7 -- Intellectual Property India has published a patent application (202641081103 A) filed by Sasi Institute Of Technology And Engineering; Rambabu Pasumarthy; Yasoda Khumbham; M V V A L Sunitha; and M Anantha Lakshmi on July 01, 2026, for Clinical Text Summarization Using Hybrid Based Transformer Models.
Inventors include Rambabu Pasumarthy; Yasoda Khumbham; M V V A L Sunitha; and M Anantha Lakshmi.
The application for the patent was published on July 03, 2026, under issue no. 27/2026.
Abstract: The invention discloses a Hybrid Oracle-Based Clinical Text Summarization Framework that integrates extractive and abstractive transformer architectures for automated summarization of Electronic Health Records. The framework combines BERTSum-based anchor sentence extraction, BART-based abstractive generation, oracle-guided sentence selection, n-gram injection, and an RLHF- inspired reward mechanism for reducing hallucinations. The proposed system improves factual consistency, lexical coverage, and summarization accuracy while generating concise clinical summaries suitable for healthcare environments. The invention supports intelligent clinical documentation, decision support, and efficient healthcare information management.
Disclaimer: Curated by HT Syndication.
