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

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

Show full item record

Title: Machine Learning for Automatic Labeling of Frames and Frame Elements in Text
Author: Scaiano, Martin; Inkpen, Diana
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 researchers to develop similar systems.
Date: 2011
URI: http://www.macrothink.org/journal/index.php/ijl/article/view/648/pdf_12
http://hdl.handle.net/10393/20338

Files in this item

Files Size Format View
Inkpen_Diana_20 ... tic Labeling of Frames.pdf 139.1Kb application/pdf View/Open

This item appears in the following Collection(s)

Show full item record


Contact information

Morisset Hall (map)
65 University Private
Ottawa ON Canada
K1N 6N5

Tel. 613-562-5800 (4563)
Fax 613-562-5195

ruor@uottawa.ca