The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Jul. 15, 2025
Filed:
May. 10, 2021
Applicant:
International Business Machines Corporation, Armonk, NY (US);
Inventors:
Yada Zhu, Irvington, NY (US);
Wei Zhang, Acton, MA (US);
Xiaodong Cui, Chappaqua, NY (US);
Guangnan Ye, Scarsdale, NY (US);
Assignee:
International Business Machines Corporation, Armonk, NY (US);
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06Q 40/06 (2012.01); G06F 40/20 (2020.01); G06N 3/045 (2023.01); G06N 3/09 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06Q 40/06 (2013.01); G06F 40/20 (2020.01); G06N 3/045 (2023.01); G06N 20/00 (2019.01); G06N 3/09 (2023.01);
Abstract
A machine learning model can be trained to predict one or more financial indicators using earnings call transcripts augmented with counterfactual information. Using faithful gradient-based method, prediction results with respect to a particular counterfactual information can be explained. Based on the explanation, the counterfactual information determined to have most impact on prediction results can be selected for updating the machine learning model.