公开(公告)号：US20220245428A1

公开(公告)日：2022-08-04

申请号：US17592796

申请日：2022-02-04

Applicant: Google LLC

Inventor： Yi Tay ,  Da-Cheng Juan ,  Dara Bahri ,  Donald Arthur Metzler, JR. ,  Jai Prakash Gupta ,  Mostafa Dehghani ,  Phillip Pham ,  Vamsi Krishna Aribandi ,  Zhen Qin

IPC: G06N3/04 ,  G06N3/10

Abstract: Provided are machine-learned attention models that feature omnidirectional processing, example implementations of which can be referred to as Omnidirectional Representations from Transformers (OMNINET). In example models described in the present disclosure, instead of maintaining a strictly horizontal receptive field, each token is allowed to attend to all tokens in some or all of the other tokens across the entire network.