Document-level event argument extraction method and device, equipment and medium

The invention provides a document-level event argument extraction method and device, equipment and a medium, and the method comprises the steps: inputting a document, obtaining an event set, a trigger word set, a role set and an argument set in the document, constructing an argument extraction stude...

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Hauptverfasser: LI LINGHAN, LI HONGYANG, ZHANG XINYU, ZHANG RUOHAN, HU YANLI, CAO JIANWEI, ZHOU ZHUANGYI, LIU TENG, WANG HAOYUAN, TAN LIJUN, SUN YINGJIE
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creator LI LINGHAN
LI HONGYANG
ZHANG XINYU
ZHANG RUOHAN
HU YANLI
CAO JIANWEI
ZHOU ZHUANGYI
LIU TENG
WANG HAOYUAN
TAN LIJUN
SUN YINGJIE
description The invention provides a document-level event argument extraction method and device, equipment and a medium, and the method comprises the steps: inputting a document, obtaining an event set, a trigger word set, a role set and an argument set in the document, constructing an argument extraction student model, and predicting the argument sets of all events based on the document. Establishing a teacher model of an event internal level for each event to obtain argument association in each event, and establishing a teacher model of an inter-event level to obtain cross-event argument association in the document, the method comprises the following steps: migrating event association knowledge to an argument extraction student model from a teacher model of an internal level of each event and a teacher model of an inter-event level on the basis of multi-teacher distillation by adopting a feature alignment and logit alignment mode, and then determining a total cost function of the argument extraction student model; and
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subjects CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
ELECTRIC DIGITAL DATA PROCESSING
PHYSICS
title Document-level event argument extraction method and device, equipment and medium
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