Patent ID: 11875116
Assignee: INTUIT INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 8:
9. A system comprising:
a data repository storing:
a phrase recognition model comprising a convolutional neural network machine learning model,
a vector, comprising a plurality of ngrams of text, configured for input into the phrase recognition model,
a filter contained by the convolutional neural network, the filter comprising a skip word setting for the at least one filter, wherein the skip word setting defines how many words the convolutional neural network may skip when comparing the vector to the at least one filter;
at least one skip word skipped by the convolutional neural network when comparing the vector to the filter,
an intermediate score for a set of matching ngrams in the plurality of ngrams, the intermediate score indicating a first prediction of a match between the vector and filter,
a skip word scalar engine;
a scalar number representing a semantic meaning of the skip word, and
a final score for the set of matching ngrams, wherein the final score represents an estimated semantic meaning of the vector; and

a server configured to execute a server application and a response application, wherein the server application comprises:
instructions for executing the phrase recognition model by:
applying the filter with the skip word to the plurality of ngrams during execution,
determining at least one ngram in the vector to be skipped to form the at least one skip word, and
outputting the intermediate score for the set of matching ngrams;

instructions for executing the skip word scalar engine to compute the scalar number;
a combination engine configured to combine the intermediate score and the scalar number to produce the final score; and
a prediction tool configured to predict a predicted computer action based on the estimated semantic meaning using the final score,
wherein the response application is configured to perform the predicted computer action, based on the estimated semantic meaning, over a network with respect to a user device.