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Automatic Frame Extraction from Sentences

TitleAutomatic Frame Extraction from Sentences
Publication TypeBook Chapter
Year of Publication2009
AuthorsScaiano, M, Inkpen, D
EditorGao, Y, Japkowicz, N
Book TitleAdvances in Artificial Intelligence
Series TitleLecture Notes in Computer Science
Volume5549
Pagination110-120
PublisherSpringer
CityBerlin / Heidelberg
ISBN978-3-642-01817-6
Abstract

We present a method for automatic extraction of frames from a dependency graph. Our method uses machine learning applied to a dependency tree to identify frames and assign frame elements. The system is evaluated by cross-validation on FrameNet sentences, and also on the test data from the SemEval 2007 task 19. Our system is intended for use in natural language processing applications such as summarization, entailment, and novelty detection.

DOI10.1007/978-3-642-01818-3_13