METHOD FOR CONSTRUCTING SQL STATEMENT BASED ON ACTOR-CRITIC NETWORK

Patent №

US 11,604,792

Granted

2023-03-14

Filed 2020

Owner

GUANGDONG UNIVERSITY OF TECHNOLOGY

Lab

AI components

6

ml · nlp · vision · speech · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16824705

The invention discloses a method and a device for constructing a SQL statement based on reinforcement learning, wherein the method includes: initializing an actor-critic network parameter; acquiring a sequence pair of natural language and real SQL statement from a data set; inputting a natural language sequence into an actor network encoder, and inputting a real SQL sequence into a critic network encoder; using an encoded hidden state as an initialized hidden state of a corresponding decoder; gradually predicting, by an actor network decoder, a SQL statement action, and inputting the SQL statement action to a critic network decoder and an environment to obtain a corresponding reward; and using a gradient descent algorithm to update the network parameters, and obtaining a constructing model of the natural language to the SQL statement after repeated iteration training.

Machine learningNatural languageVisionSpeechPlanningAI hardwareG06F 16/24522G06F 9/3016G06F 16/243G06F 16/2433G06F 16/25G06F 16/284G06N 3/006G06N 3/044+6 more

AI classification

Machine learning1.00
AI hardware1.00
Speech1.00
Natural language1.00
Planning1.00
Vision0.98
Knowledge representation0.25
Evolutionary computation0.00

Ownership

GUANGDONG UNIVERSITY OF TECHNOLOGY

assignment · 522290686

Assignors

CAI, RUICHU, XU, BOYAN, LIANG, ZHIHAO, LI, ZIJIAN, HAO, ZHIFENG, WEN, WEN, CHEN, BINGFENG

On an employer assignment, the assignors are typically the inventors.

From the same owner

© 2026 NYSGPT2525 LLC