Leveraging discourse information effectively for ...
Leveraging discourse information effectively for
authorship attribution
Elisa Ferracane, Su Wang, Raymond J. Mooney
University of Texas at Austin
Task
? Authorship Attribution: identify the author of a text, given a set of author-labeled training texts.
2
Authorship Attribution
? Neural networks (e.g., character-level CNNs) have proven very powerful...
? capture stylometric cues at the surface level
"My very photogenic mother died in a freak accident (picnic, lightning) when I was three..."
"But what principally attracted attention of Nicholas, was the old gentleman's eye... Grafted upon the quaintness and oddity of his appearance, was something..."
3
Lolita, Nabokov
Nichola Nickleby, Dickens
Authorship Attribution
? Authors also have particular rhetorical styles... ? But how do you incorporate discourse into a neural net?
4
Our Contributions
1) How can you featurize discourse information? 2) How can you integrate discourse information into the
network? 3) Can discourse help in SOTA model (bigram character CNN)?
5
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