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:
Oct. 01, 2024
Filed:
May. 10, 2024
Citibank, N.a., New York, NY (US);
Payal Jain, London, GB;
Tariq Husayn Maonah, London, GB;
Mariusz Saternus, Cracow, PL;
Daniel Lewandowski, Cracow, PL;
Biraj Krushna Rath, London, GB;
Stuart Murray, London, GB;
Philip Davies, London, GB;
CITIBANK, N.A., New York, NY (US);
Abstract
The disclosed data generation platform enables selection of particular machine learning models on the basis of a predicted resource allocation requirement associated with a given prompt. For example, the model validation platform can evaluate the resource use (e.g., cost) associated with processing a user's prompt with a given type of model. Based on this estimated resource use, the model validation platform can route the prompt to a suitable model to optimize a performance metric value, thereby improving the efficiency of the system. In some implementations, the data generation platform trains a model to accurately estimate resource usage based on ground-truth model-related costs, thereby improving the effectiveness of model selection for efficiency improvements.