公开(公告)号：US12056592B2

公开(公告)日：2024-08-06

申请号：US16993724

申请日：2020-08-14

申请人： Eightfold AI Inc.

发明人： Sanjeet Hajarnis ,  Varun Kacholia ,  Tushar Makkar ,  Xingjian Wang ,  Yi Ding

IPC分类号： G06N3/04 ,  G06F18/21 ,  G06F18/2113 ,  G06F18/214 ,  G06F40/216 ,  G06N3/044 ,  G06N3/045 ,  G06T1/20

CPC分类号： G06N3/044 ,  G06F18/2113 ,  G06F18/2155 ,  G06F40/216 ,  G06N3/045 ,  G06T1/20

摘要： A system and method include one or more processing devices to implement a sequence of transformer neural networks, first and second sequence-to-sequence layers that each comprises a sequence of nodes, and an output layer to provide the first set and second set of score vectors to a downstream application of a natural language processing (NLP) task.

公开(公告)号：US20220366374A1

公开(公告)日：2022-11-17

申请号：US17742278

申请日：2022-05-11

申请人： Eightfold AI Inc.

发明人： Niran Kundapur ,  Sanjeet Hajarnis ,  Yi Ding ,  Varun Kacholia

IPC分类号： G06Q10/10 ,  G06Q10/06 ,  G06F40/30 ,  G06F40/289 ,  G06N3/04

摘要： A system and method include one or more processing devices to obtain a job description comprising requirements for a job, identify, based on at least one requirement in the job description, qualified talent profiles that each characterizes a corresponding qualified person for the job, calculate, by applying a deep neural network to each of the qualified talent profiles, embedding vectors, determine a cluster of embedding vectors based on a similarity distance metric, determine linguistic units in a group of the qualified talent profiles, and determine implied traits based on traits explicitly specified in the job description and common traits among the group of qualified persons.