US 12,493,775 B2
Auditable authorship attribution with event tracking and mock content
Soumitri Kolavennu, Minneapolis, MN (US); Raj Bharadwaj, Minneapolis, MN (US); Lavanya Basavaraju, Minneapolis, MN (US); Jayant Chawla, Minneapolis, MN (US); Christopher Ziolkowski, Burnsville, MN (US); Valerie Lancelle, Caledonia, WI (US); and Christopher Davis, Minneapolis, MN (US)
Assigned to U.S. BANK NATIONAL ASSOCIATION, Minneapolis, MN (US)
Filed by U.S. Bank National Association, Minneapolis, MN (US)
Filed on Jan. 24, 2025, as Appl. No. 19/036,141.
Claims priority of provisional application 63/728,212, filed on Dec. 5, 2024.
Claims priority of provisional application 63/728,202, filed on Dec. 5, 2024.
Claims priority of provisional application 63/664,959, filed on Jun. 27, 2024.
Claims priority of provisional application 63/649,673, filed on May 20, 2024.
Claims priority of provisional application 63/638,815, filed on Apr. 25, 2024.
Claims priority of provisional application 63/625,601, filed on Jan. 26, 2024.
Prior Publication US 2025/0245492 A1, Jul. 31, 2025
Int. Cl. G06N 3/00 (2023.01); G06F 11/14 (2006.01); G06F 16/903 (2019.01); G06F 30/27 (2020.01); G06N 3/0475 (2023.01); G06F 16/2458 (2019.01); G06F 17/18 (2006.01); G06F 18/22 (2023.01); G06N 20/00 (2019.01)
CPC G06N 3/0475 (2023.01) [G06F 11/1446 (2013.01); G06F 16/90344 (2019.01); G06F 30/27 (2020.01); G06F 16/2462 (2019.01); G06F 17/18 (2013.01); G06F 18/22 (2023.01); G06N 20/00 (2019.01)] 10 Claims
OG exemplary drawing
 
1. A method comprising:
obtaining initial content;
generating a prompt based on the initial content;
selecting a set of generators;
for each respective generator of the set of generators:
using the prompt to produce new content;
comparing the new content to the initial content; and
making a respective determination whether the new content and the initial content are similar based on whether a similarity threshold is satisfied;
using the respective determinations of the set of generators, ensuring that an authorship token is associated with the initial content,
wherein the authorship token includes a form indicating that an associated content region has human rather than an artificial authorship or artificial rather than human authorship.