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Earlier work on automating discourse schemes with four categories (Hirohata et al., 2008; Lin et al., 2006; McKnight and Srinivasan, 2003) has reported F-measures in the 80s or 90s.
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Based on the lexically grounded approach of PDTB, Zhou and Xue (2012, 2015) presented a Chinese discourse annotation scheme and focused on the key characteristics of Chinese text which differs from English that we have mentioned in previous section.
To our knowledge this is the first time a discourse annotation scheme is being used to automatically annotate full articles in the biosciences on this scale.
Figure 4 Classification accuracy for different combinations of affective sources (A = Acoustic, L = Lexical, D = Discourse), feature selection schemes ( Base, f10, f15, PCA ) and different classification techniques of (a) xtitSVM, (b) SVM-5WC, (c) SVM-10WC, (d) SVM - 5CV, (e) kNN, and (f) k NN- 5CV.
As one emotionally astute Youtube commenter put it, "The one thing that unites every American [is] knowing all the lyrics to Mr. Brightside," and while their comment doesn't matter in the larger scheme of internet discourse, they hit on a universal truth.
However, to be able to include livestock-based agro-pastoral drylands into the international C sequestration discourse and the associated potential payment schemes, a detailed understanding of C dynamics in different forms of enclosure management regimes is needed.
Since we incorporate multiple affective sources (i.e., acoustic, lexical, discourse) in our framework, we need aggregation scheme to produce a single output.
The expected additions to the basic salary through the coming P4P scheme have created a vigorous discourse among health workers attesting to the importance of the salary level and allowances for motivation.
However, a more expressive and thus more complex annotation scheme allows for better representation of the discourse structure of the articles so as to identify hypotheses and relevant evidence (see Section 1).
Zhou et al. (2014) followed the annotation scheme of PDTB and presented the first open discourse treebank for Chinese (abbreviated DTBC).
However, even with the introduction of such an operator, there would still be a significant difference, on the modal-structural translation scheme, between the semantics for mathematical and scientific discourse.
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