In-context and semantic-aware ensemble model for document retrieval.

U.S. Patent No. 12,380,120. Washington, DC: U.S. Patent and Trademark Office., 2025

Recommended citation: Tong Yu, Xiang Chen, Victor S. Bursztyn, Uttaran BHATTACHARYA, Eunyee Koh, Saayan Mitra, Alexandru Ionut Hodorogea, Kenneth Russell, Saurabh Tripathy, and Manas Garg. 2025. In-context and semantic-aware ensemble model for document retrieval. U.S. Patent No. 12,380,120. Washington, DC: U.S. Patent and Trademark Office. https://patents.google.com/patent/US20250147973A1/en

A method, apparatus, non-transitory computer readable medium, and system for document retrieval include obtaining a query and a document. A prompt generator generates a prompt for a reasoning model based on the query and the document. The reasoning model generates a reasoning result based on the prompt. In some cases, the reasoning result indicates that the document answers the query. A machine learning model provides the document in response to the query based on the reasoning result.