AAAI Publications, Thirtieth AAAI Conference on Artificial Intelligence

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Labeling the Semantic Roles of Commas
Naveen Arivazhagan, Christos Christodoulopoulos, Dan Roth

Last modified: 2016-03-05

Abstract


Commas and the surrounding sentence structure often express relations that are essential to understanding the meaning of the sentence. This paper proposes a set of relations commas participate in, expanding on previous work in this area, and develops a new dataset annotated with this set of labels. We identify features that are important to achieve a good performance on comma labeling and then develop a machine learning method that achieves high accuracy on identifying comma relations, improving over previous work. Finally, we discuss a variety of possible uses, both as syntactic and discourse-oriented features and constraints for downstream tasks.

Keywords


punctuation; semantics

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