NATURAL LANGUAGE EXPLANATION FOR CLASSIFIER PREDICTIONS

Patent №

US 11,645,525

Granted

2023-05-09

Filed 2020

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

7

ml · nlp · vision · speech · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16884619

In an approach, a processor trains a statistical classifier and a set of micro classifiers. A processor receives an input to be classified by the statistical classifier. A processor receives a label assigned to the input by the statistical classifier and respective labels assigned by each micro classifier of the set of micro classifiers. A processor determines that the label assigned by the statistical classifier is the same as at least one label assigned by at least one micro classifier of the set of micro classifiers. A processor generates a natural language explanation for assigning the label using the at least one micro classifier and the label. A processor outputs the label and the natural language explanation to a user of a computing device. A processor receives user feedback from the user in the form of an acceptance or a rejection of the natural language explanation.

Machine learningNatural languageVisionSpeechKnowledge representationPlanningAI hardwareG06N 3/08G06F 16/353G06F 40/40G06N 3/0499G06N 3/082G06N 3/0895G06N 3/09G06N 5/045+3 more

AI classification

Natural language1.00
Speech1.00
Machine learning1.00
Planning1.00
Knowledge representation1.00
AI hardware1.00
Vision0.99
Evolutionary computation0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 527620629

Assignors

CHOZHIYATH RAMAN, POORNIMA, SEN, PRITHVIRAJ, LI, YUNYAO, AGRAWAL, DAKSHI

On an employer assignment, the assignors are typically the inventors.

From the same owner

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