ALEXANDRIA, Va., Sept. 8 -- United States Patent no. 12,731,424, issued on Sept. 8, was assigned to Oracle International Corp. (Redwood Shores, Calif.).
"Out of distribution element detection for information extraction" was invented by Srikant Panda (Bangalore, India), Amit Agarwal (Bangalore, India), Gouttham Nambirajan (Bangalore, India) and Kulbhushan Pachauri (Bangalore, India).
According to the abstract* released by the U.S. Patent & Trademark Office: "Techniques for extracting information from unstructured documents that enable an ML model to be trained such that the model can accurately distinguish in-distribution ("in-D") elements and out-of-distribution ("OO-D") elements within an unstructured document. Novel training techniques ...