公开(公告)号：US12111826B1

公开(公告)日：2024-10-08

申请号：US18194543

申请日：2023-03-31

Applicant: Amazon Technologies, Inc.

Inventor： Suthee Chaidaroon ,  Xiao Zhang ,  Shruti Subramaniyam ,  Sidharth Gulati ,  Jeffrey Thomas Svajlenko ,  Iman Keivanloo ,  Rick Nayar ,  Regina M Joy

IPC: G06F17/30 ,  G06F16/242 ,  G06F16/2457

CPC classification number: G06F16/242 ,  G06F16/24575

Abstract: Systems and methods for training and performing query answering for programming related query answering are disclosed. During a training phase, queries and answers of a training dataset may be encoded as vectors into the Euclidean space. Loss values for query-answer pairs, duplicate queries, and augmented queries may be determined using loss functions and may be used to adjust the model of the encoder. During the operation phase, a query may be received and encoded into the Euclidean space. The encoded answer most proximate to the encoded query may be decoded and provided as the most relevant answer.