SYSTEMS AND METHODS FOR A TWO-TIER MACHINE LEARNING MODEL FOR GENERATING CONVERSATIONAL RESPONSES

Patent №

US 11,616,741

Granted

2023-03-28

Filed 2022

Owner

CAPITAL ONE SERVICES, LLC

Lab

AI components

6

ml · nlp · speech · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17738224

Methods and systems are described for generating dynamic conversational responses using two-tier machine learning models. The dynamic conversational responses may be generated in real time and reflect the likely goals and/or intents of a user. The two-tier machine learning model may include a first tier that determines an intent cluster based on a feature input, and a second tier that determines a specific intent from the cluster.

Machine learningNatural languageSpeechKnowledge representationPlanningAI hardwareH04L 51/02G06F 18/23G06N 3/084G06N 20/20G10L 15/16G06F 40/35G06V 10/763G06V 10/809+1 more

AI classification

Natural language1.00
Machine learning1.00
Speech1.00
Planning1.00
Knowledge representation1.00
AI hardware0.99
Vision0.03
Evolutionary computation0.00

Ownership

CAPITAL ONE SERVICES, LLC

assignment · 598380594

Assignors

SOIAPORN, KUNLAYA, ALVAREZ MIRANDA, VICTOR, KATALI, PAMELA, HERNANDEZ ZELEDON, ARTURO, ZHANG, RUI, HO, KWAN-YUET

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

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