Adobe, Inc.

Atharv Tyagi

Niyati Himanshu Chhaya

Fan Du

Aparna Garimella

Saurabh Mahapatra

Sagnik Mukherjee

Sapthotharan Krishnan Nair

Sharmila Reddy Nangi

Snehal Raj

Jay Mundra

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.

Auto-creation of custom models for text summarization

Growing community of inventors

Uttar Pradesh, India

Atharv Tyagi