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.

Date of Patent:
Jan. 20, 2026

Filed:

Oct. 29, 2021
Applicant:

Microsoft Technology Licensing, Llc, Redmond, WA (US);

Inventor:

Praveen Kumar Bodigutla, Santa Clara, CA (US);

Assignee:
Attorneys:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 16/9532 (2019.01); G06F 16/9032 (2019.01); G06F 18/21 (2023.01); G06F 18/214 (2023.01); G06N 3/0455 (2023.01);
U.S. Cl.
CPC ...
G06F 16/9532 (2019.01); G06F 16/9032 (2019.01); G06F 18/214 (2023.01); G06F 18/2185 (2023.01); G06N 3/0455 (2023.01);
Abstract

Methods, systems, and computer programs are presented for suggesting related search queries. One method includes an operation for obtaining a supervised model by training a machine-learning (ML) program with training data that includes search queries entered by users of an online service. Further, the method includes operations for initializing a generator model with the supervised model, and for improving the generator model using reinforcement learning. The reinforcement learning is being based on a reward based on naturalness, relatedness, and a user having a positive session on the online service. Further, the result of the improvement of the generator model is a roll-out model, which is utilized to generate query suggestions for a user of the online service based on a search query provided by the user.


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Bodigutla, Praveen. (2026). Search-query suggestions using reinforcement learning (U.S. Patent No. 12530412). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12530412

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