AI-AUGMENTED AUDITING PLATFORM INCLUDING TECHNIQUES FOR PROVIDING AI-EXPLAINABILITY FOR PROCESSING DATA THROUGH MULTIPLE LAYERS

Systems and methods for providing explainability for processing data through multiple layers are provided. An input layer is configured to receive an evidence data set comprising a plurality of evidence items, apply evidence processing models to the evidence data set to generate evidence understandi...

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Hauptverfasser: LIZOTTE, Nancy Alayne, FLAVELL, Mark John, CHENG, Winnie, O'ROURKE, Kevin Michael, RAMIREZ, Maria Jesus Perez, GIACOMUCCI, Thomas Vincent, LEONG, Kevin Ma, HALLMARK, Lori Marie, HILL, Robert Michael, LI, Chung-Sheng, DELILLE, Timothy
Format: Patent
Sprache:eng
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Zusammenfassung:Systems and methods for providing explainability for processing data through multiple layers are provided. An input layer is configured to receive an evidence data set comprising a plurality of evidence items, apply evidence processing models to the evidence data set to generate evidence understanding data, and generate input-layer explainability data, wherein the input¬ layer explainability data represents information about the processing of the evidence data set by the input layer. A presentation layer is configured to receive data (the evidence understanding data and/or data generated based on the evidence understanding data), apply one or more presentation generation models to the received data to generate presentation data, and generate presentation-layer explainability data for presentation to the user, wherein the presentation-layer explainability data represents information about the processing of the received data set by the presentation layer.