Paramita, M., Clough, P., Aker, A. et al. (1 more author) (2012) Correlation between Similarity Measures for Inter-Language Linked Wikipedia Articles. In: LREC 2012. The Eighth International Conference on Language Resources and Evaluation, 23-25 May 2012, Istanbul, Turkey. European Language Resources Association , pp. 790-797.
Abstract
Wikipedia articles in different languages have been mined to support various tasks, such as Cross-Language Information Retrieval (CLIR) and Statistical Machine Translation (SMT). Articles on the same topic in different languages are often connected by inter-language links, which can be used to identify similar or comparable content. In this work, we investigate the correlation between similarity measures utilising language-independent and language-dependent features and respective human judgments. A collection of 800 Wikipedia pairs from 8 different language pairs were collected and judged for similarity by two assessors. We report the development of this corpus and inter-assessor agreement between judges across the languages. Results show that similarity measured using language independent features is comparable to using an approach based on translating non-English documents. In both cases the correlation with human judgments is low but also dependent upon the language pair. The results and corpus generated from this work also provide insights into the measurement of cross-language similarity.
Metadata
Item Type: | Proceedings Paper |
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Authors/Creators: |
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Copyright, Publisher and Additional Information: | © 2012 The Author(s). Reproduced in accordance with the publisher's self-archiving policy. |
Keywords: | Wikipedia; Cross-language similarity; Evaluation. |
Dates: |
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Institution: | The University of Sheffield |
Academic Units: | The University of Sheffield > Faculty of Engineering (Sheffield) > Department of Computer Science (Sheffield) The University of Sheffield > Faculty of Social Sciences (Sheffield) > Information School (Sheffield) |
Depositing User: | Symplectic Sheffield |
Date Deposited: | 24 Apr 2014 10:16 |
Last Modified: | 19 Dec 2022 13:26 |
Published Version: | http://www.lrec-conf.org/proceedings/lrec2012/inde... |
Status: | Published |
Publisher: | European Language Resources Association |
Refereed: | Yes |
Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:78665 |