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US Patent 11934786 Iterative training for text-image-layout data in natural language processing

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Patent
Patent
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Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
119347860
Patent Inventor Names
Lukasz Konrad Borchmann0
Adam Dancewicz0
Filip Gralinkski0
Date of Patent
March 19, 2024
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Patent Application Number
181274580
Date Filed
March 28, 2023
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Patent Citations
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US Patent 10956673 Method and system for identifying citations within regulatory content
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US Patent 11620451 Iterative training for text-image-layout transformer
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US Patent 10990645 System and methods for performing automatic data aggregation
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US Patent 11763087 Text-image-layout transformer [TILT]
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US Patent 9953008 Grouping fixed format document elements to preserve graphical data semantics after reflow by manipulating a bounding box vertically and horizontally
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US Patent 10636074 Determining and executing application functionality based on text analysis
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Patent Primary Examiner
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Satwant K Singh
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Patent abstract

Methods, systems, and computer programs are presented for providing access to a cloud data platform including a machine learning model for performing a plurality of iterations, by at least one hardware processor, to generate a Natural Language Processing (NLP) model. The cloud data platform performs each iteration by receiving real-world documents and enabling information retrieval from the real-world documents without annotated training data. Each iteration includes receiving data comprising text data, layout data, and image data and analyzing the text data, the layout data, and the image data. The cloud data platform generates one or more outputs from the machine learning model by applying the iterative training on new data, based at least in part on the analyzing of the text data, the layout data, and the image data.

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