Patent ID: 11880798
Assignee: CAPITAL ONE SERVICES, LLC
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 13:
14. A non-transitory, computer-readable medium for improving document content, storing instructions that, when executed by one or more processors, cause the one or more processors to perform operations comprising:
receiving a document comprising a plurality of sections;
determining, based on content of each section of the document, a set of sections of the plurality of sections, wherein each section in the set of sections matches a predetermined section identified by a predetermined section template label; and
for a section in the set of sections:
generating a vector representation of the section based on section content within the section of the document;
inputting the vector representation of the section into a machine learning model of a plurality of machine learning models, each corresponding to a section's predetermined section template label to obtain a score for the section of the document, wherein each machine learning model of the plurality of machine learning models has been trained using training data associated with a corresponding to the section, and wherein output parameters of each machine learning model are automatically fed back into each corresponding machine learning model as input to further adjust weights or biases of each machine learning model;
in response to determining that the score satisfies a threshold, encoding the section content of the section into a textual representation;
inputting the textual representation of the section into a decision tree corresponding to the section to obtain a set of keywords for the section, wherein each section in the set of sections corresponds to a different decision tree of a plurality of decision trees;
determining, based on the set of keywords, that one or more keywords are missing from the section;
in response to determining that the one or more keywords are missing from the section, generating one or more recommendations related to the one or more keywords; and
providing, to a user, the score for the section of the document and the one or more recommendations.