You are here

Machine Learning for Automatic Labeling of Frames and Frame Elements in Text

TitleMachine Learning for Automatic Labeling of Frames and Frame Elements in Text
Publication TypeJournal Article
Year of Publication2011
AuthorsScaiano, M, Inkpen, D
JournalInternational Journal of Linguistics
Volume3
Issue1
ISSN1948-5425
Abstract

The development of systems that extract a frame representation of text can lead to deeper semantics being used in natural language processing. We present the development of our system for extracting frames from text. Our system is trained on the FrameNet data and tested on the SemEval 2007: Task 19 Frame Extraction Task data. We use machine learning for labeling frames and frame elements, resulting in system with a good performance. We provide a detailed analysis of our methods, challenges, and results. We also provide enough details and analysis to allow other reseachers to develop similar systems.

URLhttp://www.macrothink.org/journal/index.php/ijl/article/download/648/pdf_12
DOI10.5296/ijl.v3i1.648