Patent ID: 11935135
Assignee: INTUIT INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 8:
9. A system comprising: a computer processor; and a recommendation engine executing on the computer processor and configured to:
training a comparison model without classifying inputs to the comparison model, wherein the comparison model comprises one or more neural network layers, wherein the training uses a processor that compares transaction record pairs to generate comparison scores, wherein a comparison score measures similarity of a transaction record pairs of the transaction record pair;
execute a baseline classifier on first unreviewed transaction features of a first unreviewed transaction record to obtain a first baseline account identifier;
execute the comparison model on (i) a first unreviewed transaction vector of the first unreviewed transaction record and (ii) a plurality of reviewed transaction vectors to obtain a first plurality of comparison scores, the plurality of reviewed transaction vectors corresponding to a plurality of reviewed transaction records each having a user-approved account identifier;
select, using the first plurality of comparison scores, a first reviewed transaction record of the plurality of reviewed transaction records, the first reviewed transaction record corresponding to a first comparison score of the first plurality of comparison scores, the first comparison score corresponding to a first user-approved account identifier of the first reviewed transaction record,
select, using the first comparison score, one of the first baseline account identifier and the first user-approved account identifier to obtain a first selected account identifier, and present the first selected account identifier for the first unreviewed transaction record.