MUMBAI, India, June 22 -- Intellectual Property India has published a patent application (202541053715 A) filed by Sisa Information Security Pvt Ltd on June 03, 2025, for Ml-Based System And Method For Optimizing Classification Accuracy By Generating Embeddings For Language Processing Models.
Inventor includes Aurobinda Patra.
The application for the patent was published on June 12, 2026, under issue no. 24/2026.
Abstract: The present invention discloses an ML-based system (102) and method (300) for optimizing classification accuracy in multilingual contexts by generating unified multilingual embeddings for natural language processing models. The process begins by obtaining (302) input data associated with multilingual contents from data sources (116). The process followed by generating (306) multilingual vector representations based on pre-processed data. The process further includes analyzing (314) the generated multilingual vector representations to extract corresponding information and identify actionable patterns, associated with the input data, for determining the classification accuracy in the one or more multilingual contexts. The process further includes transforming (320) analytical results into decisions based on pre- defined policies and operational constraints using multi-stage evaluation framework utilizing immediate situational factors and longer-term strategic objectives. The process further includes transforming providing (322) the decisions as an output, to users through user interfaces associated with the communication devices (114) of the users. FIG. 2
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