Hiroya Takamura

Discourse-Aware Hierarchical Attention Network for Extractive Single-Document Summarization

2019

Discourse relations between sentences are often represented as a tree, and the tree structure provides important information for summarizers to create a short and coherent summary. However, current neural network-based summarizers treat the source document …

Controlling Output Length in Neural Encoder-Decoders

2016

Neural encoder-decoder models have shown great success in many sequence generation tasks. However, previous work has not investigated situations in which we would like to control the length of encoder-decoder outputs. This capability is crucial …