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1
Classifying Bias in Large Multilingual Corpora via Crowdsourcing and Topic Modeling
Abstract: Our project extends previous algorithmic approaches to finding bias in large text corpora. We used multilingual topic modeling to examine language-specific bias in the English, Spanish, and Russian versions of Wikipedia. In particular, we placed Spanish articles discussing the Cold War on a Russian-English viewpoint spectrum based on similarity in topic distribution. We then crowdsourced human annotations of Spanish Wikipedia articles for comparison to the topic model. Our hypothesis was that human annotators and topic modeling algorithms would provide correlated results for bias. However, that was not the case. Our annotators indicated that humans were more perceptive of sentiment in article text than topic distribution, which suggests that our classifier provides a different perspective on a text’s bias.
Keyword: Gemstone Team BIASES
URL: https://doi.org/10.13016/M2R49GC7C
http://hdl.handle.net/1903/20668
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2
Correcting Errors in Digital Lexicographic Resources Using a Dictionary Manipulation Language ...
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3
A random forest system combination approach for error detection in digital dictionaries ...
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4
Detecting Structural Irregularity in Electronic Dictionaries Using Language Modeling ...
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5
A random forest system combination approach for error detection in digital dictionaries
Rodrigues, Paul; Zajic, David; Doermann, David. - : Association for Computational Linguistics, 2012
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6
Citation Handling: Processing Citation Texts in Scientific Documents
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7
Detecting Structural Irregularity in Electronic Dictionaries Using Language Modeling
In: Electronic lexicography in the 21st Century: New Applications for New Users. Proceedings of eLex2011, Bled, Slowenien, 10 - 12 November 2011 (2011), 227-232
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8
Correcting Errors in Digital Lexicographic Resources Using a Dictionary Manipulation Language
In: Electronic lexicography in the 21st Century: New Applications for New Users. Proceedings of eLex2011, Bled, Slowenien, 10 - 12 November 2011 (2011), 297-301
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9
Correcting Errors in Digital Lexicographic Resources Using a Dictionary Manipulation Language ...
Zajic, David; Maxwell, Michael; Doermann, David. - : Digital Repository at the University of Maryland, 2011
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10
Detecting Structural Irregularity in Electronic Dictionaries Using Language Modeling ...
Rodrigues, Paul; Zajic, David; Doermann, David. - : Digital Repository at the University of Maryland, 2011
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11
Correcting Errors in Digital Lexicographic Resources Using a Dictionary Manipulation Language
Zajic, David; Maxwell, Michael; Doermann, David. - : Trojina Institute for Applied Slovene Studies, 2011
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12
Detecting Structural Irregularity in Electronic Dictionaries Using Language Modeling
Bloodgood, Michael; Ye, Peng; Rodrigues, Paul. - : Trojina Institute for Applied Slovene Studies, 2011
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13
Citation Handling for Improved Summarization of Scientific Documents
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14
Error Correction for Arabic Dictionary Lookup
In: Proceedings of the Seventh International Conference on Language Resources and Evaluation (LREC 2010), Valetta, 17 - 23 May 2010 (2010), 263-268
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15
Multiple Alternative Sentene Compressions as a Tool for Automatic Summarization Tasks
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16
Headline Generation for Written and Broadcast News
In: DTIC (2005)
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17
Hedge Trimmer: A Parse-and-Trim Approach to Headline Generation
In: DTIC (2003)
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