@inproceedings{9da9e5b8b00647cca27f9d0ca4ddcb04,
title = "Classification-based Contextual Preferences",
abstract = "This paper addresses context matching in textual inference. We formulate the task under the Contextual Preferences framework which broadly captures contextual aspects of inference. We propose a generic classification-based scheme under this framework which coherently attends to context matching in inference and may be employed in any inference-based task. As a test bed for our scheme we use the Name-based Text Categorization (TC) task. We define an integration of Contextual Preferences into the TC setting and present a concrete self-supervised model which instantiates the generic scheme and is applied to address context matching in the TC task. Experiments on standard TC datasets show that our approach outperforms the state of the art in context modeling for Name-based TC.",
author = "Shachar Mirkin and Ido Dagan and Lili Kotlerman and Idan Szpektor",
note = "Publisher Copyright: {\textcopyright} 2011 Association for Computational Linguistics.; 2011 Workshop on Textual Entailment, TextInfer 2011 at the Conference on Empirical Methods in Natural Language Processing, EMNLP 2011 ; Conference date: 30-07-2011",
year = "2011",
language = "الإنجليزيّة",
series = "TextInfer 2011 - Workshop on Textual Entailment at the Conference on Empirical Methods in Natural Language Processing, EMNLP 2011 - Proceedings",
publisher = "Association for Computational Linguistics (ACL)",
pages = "20--29",
editor = "Sebastian Pado and Stefan Thater",
booktitle = "TextInfer 2011 - Workshop on Textual Entailment at the Conference on Empirical Methods in Natural Language Processing, EMNLP 2011 - Proceedings",
address = "الولايات المتّحدة",
}