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1. CN111095259 - NATURAL LANGUAGE PROCESSING WITH AN N-GRAM MACHINE

Office China
Application Number 201780092818.2
Application Date 25.10.2017
Publication Number 111095259
Publication Date 01.05.2020
Publication Kind A
IPC
G06F 40/30
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
FELECTRIC DIGITAL DATA PROCESSING
40Handling natural language data
30Semantic analysis
G06F 16/33
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
FELECTRIC DIGITAL DATA PROCESSING
16Information retrieval; Database structures therefor; File system structures therefor
30of unstructured textual data
33Querying
G06F 16/36
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
FELECTRIC DIGITAL DATA PROCESSING
16Information retrieval; Database structures therefor; File system structures therefor
30of unstructured textual data
36Creation of semantic tools, e.g. ontology or thesauri
G06N 3/02
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
CPC
G06F 40/30
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
FELECTRIC DIGITAL DATA PROCESSING
40Handling natural language data
30Semantic analysis
G06N 3/0445
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
04Architectures, e.g. interconnection topology
0445Feedback networks, e.g. hopfield nets, associative networks
G06N 3/0454
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
04Architectures, e.g. interconnection topology
0454using a combination of multiple neural nets
G06N 5/022
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
5Computer systems using knowledge-based models
02Knowledge representation
022Knowledge engineering; Knowledge acquisition
G06F 16/00
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
FELECTRIC DIGITAL DATA PROCESSING
16Information retrieval; Database structures therefor; File system structures therefor
G06F 16/90332
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
FELECTRIC DIGITAL DATA PROCESSING
16Information retrieval; Database structures therefor; File system structures therefor
90Details of database functions independent of the retrieved data types
903Querying
9032Query formulation
90332Natural language query formulation or dialogue systems
Applicants GOOGLE LLC
谷歌有限责任公司
Inventors LAO NI
N.劳
NIE JIAZHONG
J.聂
YANG FAN
F.杨
Agents 北京市柳沈律师事务所 11105
Title
(EN) NATURAL LANGUAGE PROCESSING WITH AN N-GRAM MACHINE
(ZH) 使用N-GRAM机器的自然语言处理
Abstract
(EN)
The present disclosure provides systems and a method that perform machine-learned natural language processing. A computing system includes a machine-learned natural language processing model that includes an encoder model trained to receive a natural language text body and output a knowledge graph and a programmer model trained to receive a natural language question and output a program. The computing system includes a computer-readable medium storing instructions that, when executed, cause the processor to perform operations. The operations include obtaining the natural language text body, inputting the natural language text body into the encoder model, receiving, as an output of the encoder model, the knowledge graph, obtaining the natural language question, inputting the natural language question into the programmer model, receiving the program as an output of the programmer model, and executing the program on the knowledge graph to produce an answer to the natural language question.

(ZH)
本公开提供了执行机器学习的自然语言处理的系统和方法。计算系统可以包括机器学习的自然语言处理模型,该机器学习的自然语言处理模型包括编码器模型和编程器模型,该编码器模型被训练以接收自然语言文本主体并输出知识图,该编程器模型被训练以接收自然语言问题并输出程序。计算系统可以包括存储指令的计算机可读介质,当被执行时,所述指令使得处理器执行操作。所述操作可以包括获得自然语言文本主体,将自然语言文本主体输入到编码器模型中,接收作为编码器模型的输出的知识图,获得自然语言问题,将自然语言问题输入到编程器模型中,接收作为编程器模型的输出的程序,并且在知识图上执行程序以产生对自然语言问题的回答。