MUMBAI, India, Sept. 28 -- Intellectual Property India has published a patent application (202541025239 A) filed by L&t Technology Services Limited on March 20, 2025, for Method And System For Compression And Dynamic Loss-Based Training Of Generative Artificial Intelligence Models.
Inventors include Vikram Subramani; and Sudhir Bhadauria.
The application for the patent was published on September 25, 2026, under issue no. 39/2026.
Abstract: This disclosure relates to method and system for compression and dynamic loss-based training of Generative Artificial Intelligence (GenAI) models. The method (300) may include preparing (304) a compressed GenAI model from a GenAI model (210) based on a user-defined rank. For each training data element, the method (300) may include calculating (310) a set of loss values based on outputs of the compressed GenAI model and the GenAI model (210), and ground truth output. The method (300) may include dynamically calculating (312) weights of the set of loss values based on one of the set of loss values. The method (300) may include calculating (314) weighted loss value for the compressed GenAI model based on the set of loss values and the weight. The method (300) may include modifying (316) the plurality of compressed weights based on weighted loss value to obtain a fine-tuned compressed GenAI model (214). [
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