@inproceedings{fernandes2018structured,
author = {Fernandes, Patrick and Allamanis, Miltos and Brockschmidt, Marc},
title = {Structured Neural Summarization},
booktitle = {2018 International Conference on Learning Representations},
year = {2018},
month = {September},
abstract = {Summarization of long sequences into a concise statement is a core problem in natural language processing, requiring non-trivial understanding of the input. Based on the promising results of graph neural networks on highly structured data, we develop a framework to extend existing sequence encoders with a graph component that can reason about long-distance relationships in weakly structured data such as text. In an extensive evaluation, we show that the resulting hybrid sequence-graph models outperform both pure sequence models as well as pure graph models on a range of summarization tasks.},
url = {http://approjects.co.za/?big=en-us/research/publication/structured-neural-summarization/},
}