项目作者: k4black

项目描述 :
Bachelor diploma thesis
高级语言: Jupyter Notebook
项目地址: git://github.com/k4black/sum.git
创建时间: 2021-05-02T09:22:42Z
项目社区:https://github.com/k4black/sum

开源协议:

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FAAS - Fact Aware Abstractive Summarization model

This repository refers to a bachelor diploma thesis.
In this paper, we expand ideas of using source-text knowledge graphs representation along with modern approaches for developing an abstractive text summarization model.

Model

In this model, we used a Graph Attention encoder along with a Transformer text encoder to consider facts about entities’ relations in addition to general text context.

./model.png

Evaluation

The model evaluated on the CNN/Daily Mail dataset shows better results than the model version without a knowledge graph. And it shows poorer, but commensurable results compared to State-Of-The-Art models.

./compare-inner.png

./compare-sota.png