ENCODER, SYSTEM AND METHOD FOR METAPHOR DETECTION IN NATURAL LANGUAGE PROCESSING

Patent №

US 11,625,540

Granted

2023-04-11

Filed 2021

Owner

VINGROUP JOINT STOCK COMPANY

+1 more

Lab

AI components

6

ml · nlp · vision · speech · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17160103

Provided is an encoder, system and method for metaphor detection in natural language processing. The system comprises an encoding module configured to convert words included in a sentence into BiLSTM representation vectors; a first encoder configured to generate a first entire representation vector of a WSD resolving task; a second encoder configured to generate a second entire representation vector of an MD task; and a multi-task learning module configured to perform knowledge transfer between the first and second encoders. Wherein, each of the first and second encoders includes a graph convolutional neural network (GCN) module configured to encode a link between a target word and a core word to generate GCN representation vectors; a control module configured to regulate the GCN representation vectors to generate an entire representation vector.

Machine learningNatural languageVisionSpeechKnowledge representationAI hardwareG06F 40/30G06F 40/205G06F 40/279G06N 3/044G06N 3/0442G06N 3/045G06N 3/0464G06N 3/08+2 more

AI classification

Machine learning1.00
Natural language1.00
AI hardware1.00
Speech1.00
Vision0.99
Knowledge representation0.94
Planning0.03
Evolutionary computation0.00

Ownership

VINGROUP JOINT STOCK COMPANY

assignment · 550520995

VINAI ARTIFICIAL INTELLIGENCE APPLICATION AND RESEARCH JOINT STOCK COMPANY

assignment · 597810061

Assignors

BUI, HUNG HAI, NGUYEN, THIEN HUU, LE, DUONG MINH

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

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