Abstract: A method for providing automated data redaction is disclosed. The method includes receiving a data set from a source, the data set including an unstructured electronic document and a structured electronic document; extracting, by using a model, texts from the data set; mapping each of the texts to a location in the data set, the location relating to a position of each of the texts on a page; determining, by using the model, whether the texts include restricted information; redacting the texts from the data set based on the mapping when the texts are determined to include restricted information; and generating a redacted data set based on a result of the redacting.

Abstract: A method and system for reducing false-positives using a neural network are disclosed. The method includes receiving a data envelope, scanning the data envelope and detecting a presence of data corresponding to a value in a list of sanctioned entities. The method further includes transforming format of the data envelope into a text format, identifying and extracting target information including the data corresponding to the value in the list of sanctioned entities and surrounding information, and reformatting the extracted target information and surrounding information into a natural language question. Once the natural language question is provided, the natural language question is processed by a neural network model for determining whether a sanctioned entity is included or not based on context provided by the natural language question.

Abstract: A method for providing automated data redaction is disclosed. The method includes receiving a data set from a source, the data set including an unstructured electronic document and a structured electronic document; extracting, by using a model, texts from the data set; mapping each of the texts to a location in the data set, the location relating to a position of each of the texts on a page; determining, by using the model, whether the texts include restricted information; redacting the texts from the data set based on the mapping when the texts are determined to include restricted information; and generating a redacted data set based on a result of the redacting.

Abstract: An excavator wear member is disclosed. The excavator wear member has a socket cavity opening at a rear end of the wear member. The socket cavity is at least partially defined by a top wall, a bottom wall, opposed side walls and a front bearing face. The excavator wear member has tertiary fit faces extending laterally between each opposed side wall and one of the top wall or the bottom wall. Each of the tertiary fit faces also extends rearwardly substantially in a plane within the socket cavity from the front bearing face to a rear end of the socket cavity.

Abstract: Systems and methods for artificial intelligence/machine learning centric lockbox document processing are disclosed. In one embodiment, a lockbox document processing pipeline may include an imaging engine that receives a plurality of images of lockbox documents; a classification engine that classifies each of the images using a trained machine learning engine; a recognition and extraction engine that recognizes data fields from each of the images and extracts data for each data field; a validation engine that validates data; and a delivery engine that delivers payment for a payment amount identified by extracted data in a first data field of the data fields from a source account identified by extracted data for a second data field of the data fields to a destination account identified by extracted data for a third data field of the data fields.

Abstract: A recoil assembly for a rifle includes a baseplate comprising a baseplate body extending longitudinally along a central axis from a proximal end to a distal end, the baseplate body defining an opening extending along the central axis and configured to receive an end of a recoil spring guide rod. A latch plate extends up from the top surface of the baseplate body, the latch plate defining a charging handle opening a catch surface for a charging handle latch. In use, the recoil baseplate can be received in an aperture defined in the upper receiver of a rifle, where one or more recoil spring guide rods are received in the opening in the baseplate body. A charging handle can be slidably received through the charging handle opening and charging handle aperture of the upper receiver.