US 12,067,981 B2
Adversarial learning and generation of dialogue responses
Oluwatobi Olabiyi, San Francisco, CA (US); and Erik T. Mueller, Chevy Chase, MD (US)
Assigned to Capital One Services, LLC
Filed by Capital One Services, LLC, McLean, VA (US)
Filed on Jun. 28, 2021, as Appl. No. 17/360,612.
Application 17/360,612 is a continuation of application No. 16/555,427, filed on Aug. 29, 2019, granted, now 11,049,500.
Application 16/555,427 is a continuation of application No. 16/180,774, filed on Nov. 5, 2018, granted, now 10,403,284, issued on Sep. 3, 2019.
Application 16/180,774 is a continuation of application No. 15/891,972, filed on Feb. 8, 2018, granted, now 10,152,970, issued on Dec. 11, 2018.
Prior Publication US 2021/0327428 A1, Oct. 21, 2021
Int. Cl. G10L 15/22 (2006.01); G06F 40/35 (2020.01); G06N 3/006 (2023.01); G06N 3/044 (2023.01); G06N 3/045 (2023.01); G06N 3/047 (2023.01); G06N 3/08 (2023.01); G06N 20/00 (2019.01); G10L 13/027 (2013.01); G10L 15/26 (2006.01)
CPC G10L 15/22 (2013.01) [G06F 40/35 (2020.01); G06N 3/006 (2013.01); G06N 3/044 (2023.01); G06N 3/045 (2023.01); G06N 3/047 (2023.01); G06N 3/08 (2013.01); G06N 20/00 (2019.01); G10L 13/027 (2013.01); G10L 15/26 (2013.01)] 18 Claims
OG exemplary drawing
 
1. An improved method for generating responses to user communications comprising:
receiving, by at least one server communicatively coupled to a user device, a user communication;
applying, by a response generation module of the at least one server, a generative adversarial network to the user communication to generate an optimal generated response to the user communication comprising a generator component and a discriminator component, wherein the generator component is trained using a a local attention component, wherein the discriminator component comprises a word-level discriminator and an utterance-level discriminator; and
transmitting, by the at least one server, the optimal generated response to the user communication to a user of the user device.