Systems and methods for intelligently predicting accurate combinations of values presentable in data fields

A system, comprising:

• one or more processors;
• and
• a non-transitory computer-readable storage medium containing instructions which, when executed on the one or more processors, cause the one or more processors to perform operations including:
• collecting document data stored at one or more servers, the document data representing documents that characterize resources exchanged at previous times, each document of the documents including data items representing a resource exchanged, each data item of the data items corresponding to a code comprised of an ordered sequence of a plurality of data fields, the code corresponding to each data item of the data items being used to facilitate monitoring the corresponding resource exchanged, and each data field of the ordered sequence of the plurality of data fields containing a data field value that characterizes an aspect of the corresponding resource exchanged;
• training a model using the collected document data, the model having been trained by executing one or more machine-learning algorithms that train the model to generate an output in response to receiving at least one data field value of a data field of the code, and the model having been trained based, at least in part, using the data items included in the documents;
• displaying an interface presenting a plurality of input elements, each input element of the plurality of input elements being configured to individually receive a data field value and to display a predicted data field value for selection by a user;
• receiving an input at an input element of the plurality of input elements displayed on the interface, the input characterizing a particular aspect of a particular resource exchanged, wherein the particular resource exchanged corresponds to a particular document;
• determining, based on the input characterizing the particular aspect of the particular resource exchanged, a particular data field value of a plurality of data field values of a particular code, the particular code corresponding to the particular resource exchanged corresponding to the particular document, wherein the particular code includes the plurality of data field values in a particular ordered sequence, the plurality of data field values displayable on the interface in the particular ordered sequence as a complete code for processing the particular document;
• processing the input using the trained model;
• in response to processing the input using the trained model, generating outputs of the model, each output of the outputs representing a prediction of a remaining data field value of the particular code, and each remaining data field value of the remaining data field values corresponding to a remaining portion of the particular code other than the particular data field value, such that the particular data field value and the remaining data field values represent the particular code;
• and
• displaying the particular data field value at the input element and the remaining data field values such that each remaining data field value of the remaining data field values is presented at a remaining input element of the plurality of input elements that is different from the input element that received the input, wherein remaining data field values and the particular data field value are displayed in the particular ordered sequence on the interface as the complete code for processing the particular document.

A computer-program product tangibly embodied in a non-transitory machine-readable storage medium, including instructions configured to cause a data processing apparatus to perform operations including:

• collecting document data stored at one or more servers, the document data representing documents that characterize resources exchanged at previous times, each document of the documents including data items representing a resource exchanged, each data item of the data items corresponding to a code comprised of an ordered sequence of a plurality of data fields, the code corresponding to each data item of the data items being used to facilitate monitoring the corresponding resource exchanged, and each data field of the ordered sequence of the plurality of data fields containing a data field value that characterizes an aspect of the corresponding resource exchanged;
• training a model using the collected document data, the model having been trained by executing one or more machine-learning algorithms that train the model to generate an output in response to receiving at least one data field value of a data field of the code, and the model having been trained based, at least in part, using the data items included in the documents;
• displaying an interface presenting a plurality of input elements, each input element of the plurality of input elements being configured to individually receive a data field value and to display a predicted data field value for selection by a user;
• receiving an input at an input element of the plurality of input elements displayed on the interface, the input characterizing a particular aspect of a particular resource exchanged, wherein the particular resource exchanged corresponds to a particular document;
• determining, based on the input characterizing the particular aspect of the particular resource exchanged, a particular data field value of a plurality of data field values of a particular code, the particular code corresponding to the particular resource exchanged corresponding to the particular document, wherein the particular code includes the plurality of data field values in a particular ordered sequence, the plurality of data field values displayable on the interface in the particular ordered sequence as a complete code for processing the particular document;
• processing the input using the trained model;
• in response to processing the input using the trained model, generating outputs of the model, each output of the outputs representing a prediction of a remaining data field value of the particular code, and each remaining data field value of the remaining data field values corresponding to a remaining portion of the particular code other than the particular data field value, such that the particular data field value and the remaining data field values represent the particular code;
• and
• displaying the particular data field value at the input element and the remaining data field values such that each remaining data field value of the remaining data field values is presented at a remaining input element of the plurality of input elements that is different from the input element that received the input, wherein remaining data field values and the particular data field value are displayed in the particular ordered sequence on the interface as the complete code for processing the particular document.