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Hits 1 – 2 of 2
1
Statistical Analysis of Text Summarization Evaluation ...
Rankel, Peter A.
. - : Digital Repository at the University of Maryland, 2016
Abstract:
This dissertation applies statistical methods to the evaluation of automatic summarization using data from the Text Analysis Conferences in 2008-2011. Several aspects of the evaluation framework itself are studied, including the statistical testing used to determine significant differences, the assessors, and the design of the experiment. In addition, a family of evaluation metrics is developed to predict the score an automatically generated summary would receive from a human judge and its results are demonstrated at the Text Analysis Conference. Finally, variations on the evaluation framework are studied and their relative merits considered. An over-arching theme of this dissertation is the application of standard statistical methods to data that does not conform to the usual testing assumptions. ...
Keyword:
automatic summarization
;
Computer science
;
FOS Languages and literature
;
FOS Mathematics
;
Linguistics
;
Natural Language Processing
;
paired testing
;
Statistics
;
summarization evaluation
;
Text Analysis Conference
;
Wilcoxon signed-rank test
URL:
http://drum.lib.umd.edu/handle/1903/18564
https://dx.doi.org/10.13016/m2bz25
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2
Statistical Analysis of Text Summarization Evaluation
Rankel, Peter A.
. - 2016
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