Explicit and implicit variational enhancement combined multi-document literature abstract method and system
The invention discloses a multi-document literature abstract method and system combining explicit and implicit variational enhancement, and the method comprises the steps: capturing explicit statement topic representation of an input document through a neural topic model, and fusing the explicit sta...
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creator | TANG JINTAO LIU SHENLING WANG PANCHENG LI SHASHA WANG TING LI DONG LIU JIANFENG LONG KEHAN |
description | The invention discloses a multi-document literature abstract method and system combining explicit and implicit variational enhancement, and the method comprises the steps: capturing explicit statement topic representation of an input document through a neural topic model, and fusing the explicit statement topic representation with an initial abstract statement or an output previous abstract statement to obtain explicit fusion features; then, the hidden variable model is used for capturing to obtain hidden upper-layer features, and a sentence decoder is used for predicting sentence planning of a next sentence according to the hidden upper-layer features; and inputting the initial abstract statement or the output previous abstract statement into a word decoder, and combining the sentence plan of the next sentence to obtain the next word until the sentence plan of the next sentence is a terminator. According to the abstract generation method and device, abstract generation of sentence planning control can be ach |
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subjects | CALCULATING COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS COMPUTING COUNTING ELECTRIC DIGITAL DATA PROCESSING PHYSICS |
title | Explicit and implicit variational enhancement combined multi-document literature abstract method and system |
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