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

Description
Titre: Machine Learning for Automatic Labeling of Frames and Frame Elements in Text
Auteur(s): Scaiano, Martin
Inkpen, Diana
Date: 2011
Résumé: 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.
URL: http://www.macrothink.org/journal/index.php/ijl/article/view/648/pdf_12
http://hdl.handle.net/10393/20338
CollectionScience informatique et génie électrique // Electrical Engineering and Computer Science
Fonds d'auteur // Author Fund - Publications
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