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:
Mar. 24, 2026

Filed:

Mar. 22, 2024
Applicant:

Amazon Technologies, Inc., Seattle, WA (US);

Inventors:

Mohammad Kachuee, Bellevue, WA (US);

Vaibhav Kumar, Redmond, WA (US);

Xiang Li, Bellevue, WA (US);

Puyang Xu, Issaquah, WA (US);

Xiaohu Liu, Bellevue, WA (US);

Xing Fan, Redmond, WA (US);

Assignee:

Amazon Technologies, Inc., Seattle, WA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G10L 15/18 (2013.01); G10L 15/06 (2013.01); G10L 15/22 (2006.01);
U.S. Cl.
CPC ...
G10L 15/1815 (2013.01); G10L 15/063 (2013.01); G10L 15/22 (2013.01); G10L 2015/0635 (2013.01); G10L 2015/223 (2013.01);
Abstract

Techniques for improving query generation (or generation of an input to another component) by a language model are described. In some embodiments, the generated query is used to retrieve API calls relevant for responding to a user input. The language model can be finetuned using language model generated queries. Results retrieved using the generated query are evaluated against ground truth data to determine performance metrics data, which may be based on a ranking of the ground truth API call in the retrieved results. Based on the performance metrics data, training data including the generated query can be used to update/finetune the language model may be determined. Updating of the language model may be initiated based on feedback corresponding to the generated query.


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