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The WindowDiff evaluation measure (Pevzner and Hearst, 2002) is becoming the standard criterion for evaluating text segmentation methods. Nevertheless, this metric is really not fair with regard to the characteristics of the methods and the results that it provides on different kinds of corpus are difficult to compare. Therefore, we first attempt to improve this measure according to the risks taken...
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