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. 23, 2024
Filed:
Jul. 08, 2021
Adobe Inc., San Jose, CA (US);
Saurabh Mahapatra, Sunnyvale, CA (US);
Niyati Chhaya, Hyderabad, IN;
Snehal Raj, Odisha, IN;
Sharmila Reddy Nangi, Hyderabad, IN;
Sapthotharan Nair, Cupertino, CA (US);
Sagnik Mukherjee, Kolkata, IN;
Jay Mundra, Chittorgarh Rajasthan, IN;
Fan Du, Milpitas, CA (US);
Atharv Tyagi, Uttar Pradesh, IN;
Aparna Garimella, Karnataka, IN;
ADOBE INC., San Jose, CA (US);
Abstract
A text summarization system auto-generates text summarization models using a combination of neural architecture search and knowledge distillation. Given an input dataset for generating/training a text summarization model, neural architecture search is used to sample a search space to select a network architecture for the text summarization model. Knowledge distillation includes fine-tuning a language model for a given text summarization task using the input dataset, and using the fine-tuned language model as a teacher model to inform the selection of the network architecture and the training of the text summarization model. Once a text summarization model has been generated, the text summarization model can be used to generate summaries for given text.