INCORPORATING USER FEEDBACK INTO TEXT PREDICTION MODELS VIA JOINT REWARD PLANNING

Patent №

US 11,181,988

Granted

2021-11-23

Filed 2020

Owner

APPLE INC.

Lab

AI components

5

ml · nlp · kr · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17008265

An example process includes: obtaining input token(s); determining, using a joint prediction model, based on the input token(s): a first predicted token following the input token(s) and a second predicted token following the first predicted token; and a first user action to be performed on the first predicted token, where determining the first user action includes: determining a first reward value for performing the first user action based on a first current reward value for performing the first user action and a second reward value for performing a second user action on the second predicted token; outputting the first predicted token; detecting a user action performed on the first predicted token; and in accordance with a determination that the detected user action does not match the first user action: causing parameters of the joint prediction model to be updated, the parameters being configured to determine the first user action.

Machine learningNatural languageKnowledge representationEvolutionary computationAI hardwareG06F 3/0237G06F 3/016G06F 3/0481G06F 3/04842G06F 3/04886G06F 40/274G06F 40/284G06N 3/006+8 more

AI classification

Natural language1.00
Machine learning1.00
Evolutionary computation1.00
Knowledge representation1.00
AI hardware0.51
Speech0.19
Vision0.01
Planning0.00

Ownership

APPLE INC.

assignment · 570360254

Assignors

BELLEGARDA, JEROME R., MEHRA, AKASH

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

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